Geospatial visualization
MACS 40700
University of Chicago
May 8, 2017
Using maps boundaries
library(maps)
# map of the world
map()
# usa boundaries
map("usa")
map("state")
# county map of illinois
map("county", "illinois")
map_data()
library(gapminder)
# no group aesthetic
ggplot(gapminder, aes(year, lifeExp)) +
geom_line()
# with grouping by country
ggplot(gapminder, aes(year, lifeExp, group = country)) +
geom_line()
map_data()
map("state", "michigan")
Simple black map
ggplot() +
geom_polygon(data = usa, aes(x = long, y = lat, group = group))
Simple black map
ggplot() +
geom_polygon(data = usa, aes(x = long, y = lat, group = group)) +
coord_fixed()
Simple black map
ggplot() +
geom_polygon(data = usa, aes(x = long, y = lat, group = group)) +
coord_fixed(1.3)
Change the colors
ggplot() +
geom_polygon(data = usa, aes(x = long, y = lat, group = group),
fill = NA, color = "red") +
coord_fixed(1.3)
gg1 <- ggplot() +
geom_polygon(data = usa, aes(x = long, y = lat, group = group),
fill = "violet", color = "blue") +
coord_fixed(1.3)
gg1
Always remember to use the group aesthetic
State maps
states <- map_data("state") %>%
as_tibble()
states## # A tibble: 15,537 × 6
## long lat group order region subregion
## * <dbl> <dbl> <dbl> <int> <chr> <chr>
## 1 -87.5 30.4 1 1 alabama <NA>
## 2 -87.5 30.4 1 2 alabama <NA>
## 3 -87.5 30.4 1 3 alabama <NA>
## 4 -87.5 30.3 1 4 alabama <NA>
## 5 -87.6 30.3 1 5 alabama <NA>
## 6 -87.6 30.3 1 6 alabama <NA>
## 7 -87.6 30.3 1 7 alabama <NA>
## 8 -87.6 30.3 1 8 alabama <NA>
## 9 -87.7 30.3 1 9 alabama <NA>
## 10 -87.8 30.3 1 10 alabama <NA>
## # ... with 15,527 more rowsggplot(data = states) +
geom_polygon(aes(x = long, y = lat, group = group), color = "white") +
coord_fixed(1.3)
State maps
ggplot(data = states) +
geom_polygon(aes(x = long, y = lat, fill = region, group = group), color = "white") +
coord_fixed(1.3) +
# turn off color legend
theme(legend.position = "none")
Plot a subset of states
midwest <- subset(states, region %in% c("illinois", "indiana", "iowa",
"kansas", "michigan", "minnesota",
"missouri", "nebraska", "north dakota",
"ohio", "south dakota", "wisconsin"))
ggplot(data = midwest) +
geom_polygon(aes(x = long, y = lat, group = group),
fill = "palegreen", color = "black") +
coord_fixed(1.3)
Zoom in on Illinois
il_df <- filter(states, region == "illinois")counties <- map_data("county")
il_county <- filter(counties, region == "illinois")
il_county## long lat group order region subregion
## 1 -91.5 40.2 561 21883 illinois adams
## 2 -90.9 40.2 561 21884 illinois adams
## 3 -90.9 40.1 561 21885 illinois adams
## 4 -90.9 39.8 561 21886 illinois adams
## 5 -90.9 39.8 561 21887 illinois adams
## 6 -91.4 39.8 561 21888 illinois adams
## 7 -91.4 39.8 561 21889 illinois adams
## 8 -91.4 39.9 561 21890 illinois adams
## 9 -91.5 39.9 561 21891 illinois adams
## 10 -91.4 39.9 561 21892 illinois adams
## 11 -91.4 39.9 561 21893 illinois adams
## 12 -91.5 40.0 561 21894 illinois adams
## 13 -91.5 40.0 561 21895 illinois adams
## 14 -91.5 40.2 561 21896 illinois adams
## 15 -91.5 40.2 561 21897 illinois adams
## 16 -89.2 37.3 562 21899 illinois alexander
## 17 -89.2 37.3 562 21900 illinois alexander
## 18 -89.2 37.3 562 21901 illinois alexander
## 19 -89.2 37.3 562 21902 illinois alexander
## 20 -89.2 37.3 562 21903 illinois alexander
## 21 -89.3 37.2 562 21904 illinois alexander
## 22 -89.3 37.2 562 21905 illinois alexander
## 23 -89.3 37.2 562 21906 illinois alexander
## 24 -89.3 37.2 562 21907 illinois alexander
## 25 -89.3 37.2 562 21908 illinois alexander
## 26 -89.3 37.2 562 21909 illinois alexander
## 27 -89.3 37.1 562 21910 illinois alexander
## 28 -89.3 37.1 562 21911 illinois alexander
## 29 -89.2 37.1 562 21912 illinois alexander
## 30 -89.2 37.1 562 21913 illinois alexander
## 31 -89.2 37.1 562 21914 illinois alexander
## 32 -89.2 37.1 562 21915 illinois alexander
## 33 -89.2 37.0 562 21916 illinois alexander
## 34 -89.2 37.0 562 21917 illinois alexander
## 35 -89.2 37.0 562 21918 illinois alexander
## 36 -89.2 37.1 562 21919 illinois alexander
## 37 -89.3 37.1 562 21920 illinois alexander
## 38 -89.3 37.1 562 21921 illinois alexander
## 39 -89.3 37.1 562 21922 illinois alexander
## 40 -89.3 37.0 562 21923 illinois alexander
## 41 -89.3 37.0 562 21924 illinois alexander
## 42 -89.3 37.0 562 21925 illinois alexander
## 43 -89.3 37.0 562 21926 illinois alexander
## 44 -89.4 37.0 562 21927 illinois alexander
## 45 -89.4 37.1 562 21928 illinois alexander
## 46 -89.4 37.1 562 21929 illinois alexander
## 47 -89.4 37.1 562 21930 illinois alexander
## 48 -89.4 37.2 562 21931 illinois alexander
## 49 -89.5 37.2 562 21932 illinois alexander
## 50 -89.5 37.3 562 21933 illinois alexander
## 51 -89.5 37.3 562 21934 illinois alexander
## 52 -89.5 37.3 562 21935 illinois alexander
## 53 -89.5 37.3 562 21936 illinois alexander
## 54 -89.5 37.3 562 21937 illinois alexander
## 55 -89.2 37.3 562 21938 illinois alexander
## 56 -89.3 38.7 563 21940 illinois bond
## 57 -89.6 38.7 563 21941 illinois bond
## 58 -89.6 38.9 563 21942 illinois bond
## 59 -89.6 38.9 563 21943 illinois bond
## 60 -89.6 39.0 563 21944 illinois bond
## 61 -89.6 39.0 563 21945 illinois bond
## 62 -89.6 39.0 563 21946 illinois bond
## 63 -89.3 39.0 563 21947 illinois bond
## 64 -89.3 39.0 563 21948 illinois bond
## 65 -89.3 39.0 563 21949 illinois bond
## 66 -89.3 38.7 563 21950 illinois bond
## 67 -88.9 42.2 564 21952 illinois boone
## 68 -88.9 42.5 564 21953 illinois boone
## 69 -88.8 42.5 564 21954 illinois boone
## 70 -88.7 42.5 564 21955 illinois boone
## 71 -88.7 42.2 564 21956 illinois boone
## 72 -88.9 42.2 564 21957 illinois boone
## 73 -90.9 39.8 565 21959 illinois brown
## 74 -90.9 40.1 565 21960 illinois brown
## 75 -90.7 40.1 565 21961 illinois brown
## 76 -90.7 40.1 565 21962 illinois brown
## 77 -90.7 40.0 565 21963 illinois brown
## 78 -90.7 40.0 565 21964 illinois brown
## 79 -90.6 40.0 565 21965 illinois brown
## 80 -90.6 40.0 565 21966 illinois brown
## 81 -90.6 40.0 565 21967 illinois brown
## 82 -90.5 40.0 565 21968 illinois brown
## 83 -90.5 40.0 565 21969 illinois brown
## 84 -90.5 39.9 565 21970 illinois brown
## 85 -90.6 39.9 565 21971 illinois brown
## 86 -90.6 39.9 565 21972 illinois brown
## 87 -90.6 39.8 565 21973 illinois brown
## 88 -90.9 39.8 565 21974 illinois brown
## 89 -89.6 41.6 566 21976 illinois bureau
## 90 -89.2 41.6 566 21977 illinois bureau
## 91 -89.2 41.3 566 21978 illinois bureau
## 92 -89.2 41.3 566 21979 illinois bureau
## 93 -89.3 41.3 566 21980 illinois bureau
## 94 -89.3 41.3 566 21981 illinois bureau
## 95 -89.3 41.3 566 21982 illinois bureau
## 96 -89.3 41.3 566 21983 illinois bureau
## 97 -89.4 41.2 566 21984 illinois bureau
## 98 -89.5 41.2 566 21985 illinois bureau
## 99 -89.5 41.1 566 21986 illinois bureau
## 100 -89.6 41.1 566 21987 illinois bureau
## 101 -89.6 41.2 566 21988 illinois bureau
## 102 -89.8 41.2 566 21989 illinois bureau
## 103 -89.8 41.5 566 21990 illinois bureau
## 104 -89.9 41.5 566 21991 illinois bureau
## 105 -89.9 41.6 566 21992 illinois bureau
## 106 -89.6 41.6 566 21993 illinois bureau
## 107 -90.9 39.4 567 21995 illinois calhoun
## 108 -90.6 39.4 567 21996 illinois calhoun
## 109 -90.6 39.4 567 21997 illinois calhoun
## 110 -90.6 39.3 567 21998 illinois calhoun
## 111 -90.6 39.3 567 21999 illinois calhoun
## 112 -90.6 39.2 567 22000 illinois calhoun
## 113 -90.6 39.2 567 22001 illinois calhoun
## 114 -90.6 39.2 567 22002 illinois calhoun
## 115 -90.6 39.1 567 22003 illinois calhoun
## 116 -90.6 39.1 567 22004 illinois calhoun
## 117 -90.6 39.0 567 22005 illinois calhoun
## 118 -90.6 39.0 567 22006 illinois calhoun
## 119 -90.6 39.0 567 22007 illinois calhoun
## 120 -90.5 38.9 567 22008 illinois calhoun
## 121 -90.5 39.0 567 22009 illinois calhoun
## 122 -90.5 39.0 567 22010 illinois calhoun
## 123 -90.5 38.9 567 22011 illinois calhoun
## 124 -90.5 38.9 567 22012 illinois calhoun
## 125 -90.6 38.9 567 22013 illinois calhoun
## 126 -90.6 38.9 567 22014 illinois calhoun
## 127 -90.6 38.9 567 22015 illinois calhoun
## 128 -90.7 38.9 567 22016 illinois calhoun
## 129 -90.7 38.9 567 22017 illinois calhoun
## 130 -90.7 39.0 567 22018 illinois calhoun
## 131 -90.7 39.1 567 22019 illinois calhoun
## 132 -90.7 39.1 567 22020 illinois calhoun
## 133 -90.7 39.1 567 22021 illinois calhoun
## 134 -90.7 39.2 567 22022 illinois calhoun
## 135 -90.7 39.2 567 22023 illinois calhoun
## 136 -90.7 39.2 567 22024 illinois calhoun
## 137 -90.8 39.3 567 22025 illinois calhoun
## 138 -90.8 39.3 567 22026 illinois calhoun
## 139 -90.9 39.4 567 22027 illinois calhoun
## 140 -90.9 39.4 567 22028 illinois calhoun
## 141 -89.9 42.2 568 22030 illinois carroll
## 142 -89.7 42.2 568 22031 illinois carroll
## 143 -89.7 41.9 568 22032 illinois carroll
## 144 -90.2 41.9 568 22033 illinois carroll
## 145 -90.1 42.0 568 22034 illinois carroll
## 146 -90.1 42.0 568 22035 illinois carroll
## 147 -90.1 42.0 568 22036 illinois carroll
## 148 -90.2 42.1 568 22037 illinois carroll
## 149 -90.2 42.1 568 22038 illinois carroll
## 150 -90.2 42.2 568 22039 illinois carroll
## 151 -90.3 42.2 568 22040 illinois carroll
## 152 -89.9 42.2 568 22041 illinois carroll
## 153 -90.5 40.0 569 22043 illinois cass
## 154 -90.5 40.0 569 22044 illinois cass
## 155 -90.4 40.0 569 22045 illinois cass
## 156 -90.4 40.0 569 22046 illinois cass
## 157 -90.4 40.1 569 22047 illinois cass
## 158 -90.4 40.1 569 22048 illinois cass
## 159 -90.4 40.1 569 22049 illinois cass
## 160 -90.4 40.1 569 22050 illinois cass
## 161 -90.3 40.1 569 22051 illinois cass
## 162 -90.3 40.1 569 22052 illinois cass
## 163 -90.3 40.1 569 22053 illinois cass
## 164 -90.3 40.0 569 22054 illinois cass
## 165 -90.3 40.1 569 22055 illinois cass
## 166 -90.2 40.0 569 22056 illinois cass
## 167 -90.2 40.1 569 22057 illinois cass
## 168 -90.2 40.1 569 22058 illinois cass
## 169 -90.1 40.1 569 22059 illinois cass
## 170 -90.1 40.1 569 22060 illinois cass
## 171 -90.1 40.1 569 22061 illinois cass
## 172 -90.0 40.1 569 22062 illinois cass
## 173 -90.0 40.1 569 22063 illinois cass
## 174 -90.0 40.1 569 22064 illinois cass
## 175 -90.0 39.9 569 22065 illinois cass
## 176 -90.0 39.9 569 22066 illinois cass
## 177 -90.6 39.9 569 22067 illinois cass
## 178 -90.6 39.9 569 22068 illinois cass
## 179 -90.5 39.9 569 22069 illinois cass
## 180 -90.5 40.0 569 22070 illinois cass
## 181 -90.5 40.0 569 22071 illinois cass
## 182 -88.5 40.3 570 22073 illinois champaign
## 183 -88.5 40.4 570 22074 illinois champaign
## 184 -88.0 40.4 570 22075 illinois champaign
## 185 -88.0 40.4 570 22076 illinois champaign
## 186 -87.9 40.4 570 22077 illinois champaign
## 187 -87.9 40.2 570 22078 illinois champaign
## 188 -87.9 40.2 570 22079 illinois champaign
## 189 -87.9 39.9 570 22080 illinois champaign
## 190 -88.5 39.9 570 22081 illinois champaign
## 191 -88.5 40.2 570 22082 illinois champaign
## 192 -88.5 40.2 570 22083 illinois champaign
## 193 -88.5 40.3 570 22084 illinois champaign
## 194 -89.0 39.7 571 22086 illinois christian
## 195 -89.0 39.4 571 22087 illinois christian
## 196 -89.1 39.4 571 22088 illinois christian
## 197 -89.5 39.4 571 22089 illinois christian
## 198 -89.5 39.5 571 22090 illinois christian
## 199 -89.5 39.6 571 22091 illinois christian
## 200 -89.5 39.6 571 22092 illinois christian
## 201 -89.5 39.7 571 22093 illinois christian
## 202 -89.4 39.7 571 22094 illinois christian
## 203 -89.4 39.8 571 22095 illinois christian
## 204 -89.4 39.7 571 22096 illinois christian
## 205 -89.4 39.8 571 22097 illinois christian
## 206 -89.3 39.8 571 22098 illinois christian
## 207 -89.3 39.8 571 22099 illinois christian
## 208 -89.3 39.8 571 22100 illinois christian
## 209 -89.3 39.8 571 22101 illinois christian
## 210 -89.2 39.8 571 22102 illinois christian
## 211 -89.2 39.8 571 22103 illinois christian
## 212 -89.2 39.8 571 22104 illinois christian
## 213 -89.1 39.8 571 22105 illinois christian
## 214 -89.1 39.8 571 22106 illinois christian
## 215 -89.1 39.7 571 22107 illinois christian
## 216 -89.0 39.7 571 22108 illinois christian
## 217 -88.0 39.2 572 22110 illinois clark
## 218 -88.0 39.4 572 22111 illinois clark
## 219 -88.0 39.5 572 22112 illinois clark
## 220 -88.0 39.5 572 22113 illinois clark
## 221 -87.7 39.5 572 22114 illinois clark
## 222 -87.7 39.5 572 22115 illinois clark
## 223 -87.5 39.5 572 22116 illinois clark
## 224 -87.5 39.4 572 22117 illinois clark
## 225 -87.6 39.3 572 22118 illinois clark
## 226 -87.6 39.3 572 22119 illinois clark
## 227 -87.6 39.3 572 22120 illinois clark
## 228 -87.6 39.3 572 22121 illinois clark
## 229 -87.6 39.2 572 22122 illinois clark
## 230 -87.6 39.2 572 22123 illinois clark
## 231 -87.6 39.2 572 22124 illinois clark
## 232 -87.6 39.2 572 22125 illinois clark
## 233 -87.8 39.2 572 22126 illinois clark
## 234 -87.8 39.2 572 22127 illinois clark
## 235 -88.0 39.2 572 22128 illinois clark
## 236 -88.0 39.2 572 22129 illinois clark
## 237 -88.3 38.6 573 22131 illinois clay
## 238 -88.7 38.6 573 22132 illinois clay
## 239 -88.7 38.8 573 22133 illinois clay
## 240 -88.7 38.9 573 22134 illinois clay
## 241 -88.4 38.9 573 22135 illinois clay
## 242 -88.4 38.9 573 22136 illinois clay
## 243 -88.3 38.9 573 22137 illinois clay
## 244 -88.3 38.7 573 22138 illinois clay
## 245 -88.3 38.7 573 22139 illinois clay
## 246 -88.3 38.7 573 22140 illinois clay
## 247 -88.3 38.7 573 22141 illinois clay
## 248 -88.3 38.7 573 22142 illinois clay
## 249 -88.3 38.6 573 22143 illinois clay
## 250 -88.3 38.6 573 22144 illinois clay
## 251 -88.3 38.6 573 22145 illinois clay
## 252 -88.3 38.6 573 22146 illinois clay
## 253 -88.3 38.6 573 22147 illinois clay
## 254 -88.3 38.6 573 22148 illinois clay
## 255 -88.3 38.6 573 22149 illinois clay
## 256 -89.7 38.4 574 22151 illinois clinton
## 257 -89.7 38.7 574 22152 illinois clinton
## 258 -89.6 38.7 574 22153 illinois clinton
## 259 -89.6 38.7 574 22154 illinois clinton
## 260 -89.3 38.7 574 22155 illinois clinton
## 261 -89.1 38.7 574 22156 illinois clinton
## 262 -89.1 38.5 574 22157 illinois clinton
## 263 -89.2 38.5 574 22158 illinois clinton
## 264 -89.3 38.5 574 22159 illinois clinton
## 265 -89.3 38.5 574 22160 illinois clinton
## 266 -89.4 38.5 574 22161 illinois clinton
## 267 -89.4 38.5 574 22162 illinois clinton
## 268 -89.4 38.5 574 22163 illinois clinton
## 269 -89.5 38.5 574 22164 illinois clinton
## 270 -89.5 38.5 574 22165 illinois clinton
## 271 -89.5 38.5 574 22166 illinois clinton
## 272 -89.6 38.5 574 22167 illinois clinton
## 273 -89.6 38.5 574 22168 illinois clinton
## 274 -89.6 38.5 574 22169 illinois clinton
## 275 -89.6 38.5 574 22170 illinois clinton
## 276 -89.6 38.4 574 22171 illinois clinton
## 277 -89.7 38.4 574 22172 illinois clinton
## 278 -89.7 38.4 574 22173 illinois clinton
## 279 -88.0 39.7 575 22175 illinois coles
## 280 -88.0 39.5 575 22176 illinois coles
## 281 -88.0 39.5 575 22177 illinois coles
## 282 -88.0 39.4 575 22178 illinois coles
## 283 -88.5 39.4 575 22179 illinois coles
## 284 -88.5 39.4 575 22180 illinois coles
## 285 -88.5 39.6 575 22181 illinois coles
## 286 -88.1 39.7 575 22182 illinois coles
## 287 -88.1 39.7 575 22183 illinois coles
## 288 -88.0 39.7 575 22184 illinois coles
## 289 -88.2 42.2 576 22186 illinois cook
## 290 -87.8 42.2 576 22187 illinois cook
## 291 -87.7 42.1 576 22188 illinois cook
## 292 -87.7 42.1 576 22189 illinois cook
## 293 -87.7 42.0 576 22190 illinois cook
## 294 -87.6 42.0 576 22191 illinois cook
## 295 -87.6 41.9 576 22192 illinois cook
## 296 -87.6 41.9 576 22193 illinois cook
## 297 -87.6 41.8 576 22194 illinois cook
## 298 -87.6 41.8 576 22195 illinois cook
## 299 -87.5 41.7 576 22196 illinois cook
## 300 -87.5 41.5 576 22197 illinois cook
## 301 -87.8 41.5 576 22198 illinois cook
## 302 -87.8 41.6 576 22199 illinois cook
## 303 -87.9 41.6 576 22200 illinois cook
## 304 -87.9 41.6 576 22201 illinois cook
## 305 -88.0 41.6 576 22202 illinois cook
## 306 -88.0 41.7 576 22203 illinois cook
## 307 -88.0 41.7 576 22204 illinois cook
## 308 -88.0 41.7 576 22205 illinois cook
## 309 -87.9 41.7 576 22206 illinois cook
## 310 -87.9 41.7 576 22207 illinois cook
## 311 -87.9 42.0 576 22208 illinois cook
## 312 -88.3 42.0 576 22209 illinois cook
## 313 -88.3 42.1 576 22210 illinois cook
## 314 -88.2 42.1 576 22211 illinois cook
## 315 -88.2 42.2 576 22212 illinois cook
## 316 -88.2 42.2 576 22213 illinois cook
## 317 -87.5 38.9 577 22215 illinois crawford
## 318 -87.5 38.9 577 22216 illinois crawford
## 319 -87.9 38.9 577 22217 illinois crawford
## 320 -88.0 38.9 577 22218 illinois crawford
## 321 -88.0 39.2 577 22219 illinois crawford
## 322 -87.8 39.2 577 22220 illinois crawford
## 323 -87.8 39.2 577 22221 illinois crawford
## 324 -87.6 39.2 577 22222 illinois crawford
## 325 -87.7 39.1 577 22223 illinois crawford
## 326 -87.7 39.1 577 22224 illinois crawford
## 327 -87.6 39.1 577 22225 illinois crawford
## 328 -87.6 39.1 577 22226 illinois crawford
## 329 -87.6 39.0 577 22227 illinois crawford
## 330 -87.5 39.0 577 22228 illinois crawford
## 331 -87.5 38.9 577 22229 illinois crawford
## 332 -87.5 38.9 577 22230 illinois crawford
## 333 -88.0 39.4 578 22232 illinois cumberland
## 334 -88.0 39.2 578 22233 illinois cumberland
## 335 -88.4 39.2 578 22234 illinois cumberland
## 336 -88.5 39.2 578 22235 illinois cumberland
## 337 -88.5 39.2 578 22236 illinois cumberland
## 338 -88.5 39.4 578 22237 illinois cumberland
## 339 -88.0 39.4 578 22238 illinois cumberland
## 340 -88.9 42.2 579 22240 illinois de kalb
## 341 -88.7 42.2 579 22241 illinois de kalb
## 342 -88.6 42.2 579 22242 illinois de kalb
## 343 -88.6 42.1 579 22243 illinois de kalb
## 344 -88.6 42.1 579 22244 illinois de kalb
## 345 -88.6 41.7 579 22245 illinois de kalb
## 346 -88.6 41.6 579 22246 illinois de kalb
## 347 -88.9 41.6 579 22247 illinois de kalb
## 348 -88.9 41.7 579 22248 illinois de kalb
## 349 -88.9 41.7 579 22249 illinois de kalb
## 350 -88.9 41.9 579 22250 illinois de kalb
## 351 -88.9 42.1 579 22251 illinois de kalb
## 352 -88.9 42.2 579 22252 illinois de kalb
## 353 -89.1 40.0 580 22254 illinois de witt
## 354 -89.1 40.3 580 22255 illinois de witt
## 355 -88.6 40.3 580 22256 illinois de witt
## 356 -88.7 40.1 580 22257 illinois de witt
## 357 -88.7 40.1 580 22258 illinois de witt
## 358 -88.7 40.1 580 22259 illinois de witt
## 359 -88.7 40.1 580 22260 illinois de witt
## 360 -88.7 40.1 580 22261 illinois de witt
## 361 -89.1 40.0 580 22262 illinois de witt
## 362 -87.9 39.9 581 22264 illinois douglas
## 363 -87.9 39.8 581 22265 illinois douglas
## 364 -88.0 39.8 581 22266 illinois douglas
## 365 -88.0 39.7 581 22267 illinois douglas
## 366 -88.1 39.7 581 22268 illinois douglas
## 367 -88.1 39.7 581 22269 illinois douglas
## 368 -88.5 39.6 581 22270 illinois douglas
## 369 -88.5 39.8 581 22271 illinois douglas
## 370 -88.5 39.9 581 22272 illinois douglas
## 371 -87.9 39.9 581 22273 illinois douglas
## 372 -88.3 42.0 582 22275 illinois du page
## 373 -87.9 42.0 582 22276 illinois du page
## 374 -87.9 41.7 582 22277 illinois du page
## 375 -87.9 41.7 582 22278 illinois du page
## 376 -88.0 41.7 582 22279 illinois du page
## 377 -88.0 41.7 582 22280 illinois du page
## 378 -88.0 41.7 582 22281 illinois du page
## 379 -88.0 41.7 582 22282 illinois du page
## 380 -88.3 41.7 582 22283 illinois du page
## 381 -88.3 42.0 582 22284 illinois du page
## 382 -87.5 39.6 583 22286 illinois edgar
## 383 -87.5 39.5 583 22287 illinois edgar
## 384 -87.7 39.5 583 22288 illinois edgar
## 385 -87.7 39.5 583 22289 illinois edgar
## 386 -88.0 39.5 583 22290 illinois edgar
## 387 -88.0 39.7 583 22291 illinois edgar
## 388 -88.0 39.8 583 22292 illinois edgar
## 389 -87.9 39.8 583 22293 illinois edgar
## 390 -87.9 39.9 583 22294 illinois edgar
## 391 -87.6 39.9 583 22295 illinois edgar
## 392 -87.6 39.9 583 22296 illinois edgar
## 393 -87.5 39.9 583 22297 illinois edgar
## 394 -87.5 39.6 583 22298 illinois edgar
## 395 -88.2 38.3 584 22300 illinois edwards
## 396 -88.2 38.6 584 22301 illinois edwards
## 397 -88.0 38.6 584 22302 illinois edwards
## 398 -87.9 38.5 584 22303 illinois edwards
## 399 -87.9 38.5 584 22304 illinois edwards
## 400 -88.0 38.5 584 22305 illinois edwards
## 401 -87.9 38.5 584 22306 illinois edwards
## 402 -87.9 38.5 584 22307 illinois edwards
## 403 -87.9 38.4 584 22308 illinois edwards
## 404 -88.0 38.4 584 22309 illinois edwards
## 405 -88.0 38.3 584 22310 illinois edwards
## 406 -87.9 38.3 584 22311 illinois edwards
## 407 -87.9 38.3 584 22312 illinois edwards
## 408 -88.0 38.2 584 22313 illinois edwards
## 409 -88.0 38.3 584 22314 illinois edwards
## 410 -88.2 38.3 584 22315 illinois edwards
## 411 -88.4 38.9 585 22317 illinois effingham
## 412 -88.7 38.9 585 22318 illinois effingham
## 413 -88.8 38.9 585 22319 illinois effingham
## 414 -88.8 39.2 585 22320 illinois effingham
## 415 -88.5 39.2 585 22321 illinois effingham
## 416 -88.5 39.2 585 22322 illinois effingham
## 417 -88.4 39.2 585 22323 illinois effingham
## 418 -88.4 38.9 585 22324 illinois effingham
## 419 -88.7 38.9 586 22326 illinois fayette
## 420 -88.7 38.8 586 22327 illinois fayette
## 421 -89.1 38.8 586 22328 illinois fayette
## 422 -89.1 38.7 586 22329 illinois fayette
## 423 -89.3 38.7 586 22330 illinois fayette
## 424 -89.3 39.0 586 22331 illinois fayette
## 425 -89.3 39.0 586 22332 illinois fayette
## 426 -89.3 39.0 586 22333 illinois fayette
## 427 -89.3 39.2 586 22334 illinois fayette
## 428 -89.1 39.2 586 22335 illinois fayette
## 429 -88.8 39.2 586 22336 illinois fayette
## 430 -88.8 38.9 586 22337 illinois fayette
## 431 -88.7 38.9 586 22338 illinois fayette
## 432 -88.2 41.0 587 22340 illinois ford
## 433 -88.1 41.0 587 22341 illinois ford
## 434 -88.1 40.7 587 22342 illinois ford
## 435 -88.1 40.7 587 22343 illinois ford
## 436 -88.1 40.5 587 22344 illinois ford
## 437 -88.0 40.5 587 22345 illinois ford
## 438 -88.0 40.5 587 22346 illinois ford
## 439 -87.9 40.5 587 22347 illinois ford
## 440 -87.9 40.4 587 22348 illinois ford
## 441 -88.0 40.4 587 22349 illinois ford
## 442 -88.0 40.4 587 22350 illinois ford
## 443 -88.5 40.4 587 22351 illinois ford
## 444 -88.5 40.6 587 22352 illinois ford
## 445 -88.2 40.6 587 22353 illinois ford
## 446 -88.2 41.0 587 22354 illinois ford
## 447 -88.7 37.9 588 22356 illinois franklin
## 448 -88.7 37.9 588 22357 illinois franklin
## 449 -89.2 37.9 588 22358 illinois franklin
## 450 -89.2 38.0 588 22359 illinois franklin
## 451 -89.2 38.0 588 22360 illinois franklin
## 452 -89.2 38.0 588 22361 illinois franklin
## 453 -89.1 38.0 588 22362 illinois franklin
## 454 -89.1 38.0 588 22363 illinois franklin
## 455 -89.1 38.1 588 22364 illinois franklin
## 456 -89.1 38.1 588 22365 illinois franklin
## 457 -89.1 38.1 588 22366 illinois franklin
## 458 -89.1 38.1 588 22367 illinois franklin
## 459 -89.1 38.1 588 22368 illinois franklin
## 460 -89.1 38.1 588 22369 illinois franklin
## 461 -88.7 38.1 588 22370 illinois franklin
## 462 -88.7 37.9 588 22371 illinois franklin
## 463 -90.4 40.6 589 22373 illinois fulton
## 464 -90.4 40.7 589 22374 illinois fulton
## 465 -90.0 40.7 589 22375 illinois fulton
## 466 -90.0 40.6 589 22376 illinois fulton
## 467 -89.9 40.6 589 22377 illinois fulton
## 468 -89.9 40.5 589 22378 illinois fulton
## 469 -89.9 40.5 589 22379 illinois fulton
## 470 -89.9 40.5 589 22380 illinois fulton
## 471 -89.9 40.4 589 22381 illinois fulton
## 472 -90.0 40.4 589 22382 illinois fulton
## 473 -90.0 40.4 589 22383 illinois fulton
## 474 -90.1 40.3 589 22384 illinois fulton
## 475 -90.1 40.3 589 22385 illinois fulton
## 476 -90.1 40.3 589 22386 illinois fulton
## 477 -90.1 40.2 589 22387 illinois fulton
## 478 -90.2 40.2 589 22388 illinois fulton
## 479 -90.2 40.2 589 22389 illinois fulton
## 480 -90.5 40.2 589 22390 illinois fulton
## 481 -90.5 40.3 589 22391 illinois fulton
## 482 -90.4 40.6 589 22392 illinois fulton
## 483 -88.4 37.9 590 22394 illinois gallatin
## 484 -88.1 37.9 590 22395 illinois gallatin
## 485 -88.1 37.9 590 22396 illinois gallatin
## 486 -88.1 37.9 590 22397 illinois gallatin
## 487 -88.1 37.9 590 22398 illinois gallatin
## 488 -88.1 37.8 590 22399 illinois gallatin
## 489 -88.0 37.8 590 22400 illinois gallatin
## 490 -88.0 37.8 590 22401 illinois gallatin
## 491 -88.0 37.8 590 22402 illinois gallatin
## 492 -88.1 37.7 590 22403 illinois gallatin
## 493 -88.1 37.7 590 22404 illinois gallatin
## 494 -88.2 37.7 590 22405 illinois gallatin
## 495 -88.2 37.6 590 22406 illinois gallatin
## 496 -88.1 37.6 590 22407 illinois gallatin
## 497 -88.2 37.6 590 22408 illinois gallatin
## 498 -88.4 37.6 590 22409 illinois gallatin
## 499 -88.4 37.9 590 22410 illinois gallatin
## 500 -90.6 39.5 591 22412 illinois greene
## 501 -90.3 39.5 591 22413 illinois greene
## 502 -90.1 39.5 591 22414 illinois greene
## 503 -90.2 39.4 591 22415 illinois greene
## 504 -90.1 39.4 591 22416 illinois greene
## 505 -90.1 39.3 591 22417 illinois greene
## 506 -90.2 39.3 591 22418 illinois greene
## 507 -90.2 39.2 591 22419 illinois greene
## 508 -90.3 39.2 591 22420 illinois greene
## 509 -90.3 39.2 591 22421 illinois greene
## 510 -90.5 39.2 591 22422 illinois greene
## 511 -90.5 39.2 591 22423 illinois greene
## 512 -90.6 39.2 591 22424 illinois greene
## 513 -90.6 39.2 591 22425 illinois greene
## 514 -90.6 39.2 591 22426 illinois greene
## 515 -90.6 39.1 591 22427 illinois greene
## 516 -90.6 39.2 591 22428 illinois greene
## 517 -90.6 39.2 591 22429 illinois greene
## 518 -90.6 39.2 591 22430 illinois greene
## 519 -90.6 39.3 591 22431 illinois greene
## 520 -90.6 39.3 591 22432 illinois greene
## 521 -90.6 39.4 591 22433 illinois greene
## 522 -90.6 39.4 591 22434 illinois greene
## 523 -90.6 39.4 591 22435 illinois greene
## 524 -90.6 39.5 591 22436 illinois greene
## 525 -90.6 39.5 591 22437 illinois greene
## 526 -90.6 39.5 591 22438 illinois greene
## 527 -88.2 41.1 592 22440 illinois grundy
## 528 -88.6 41.1 592 22441 illinois grundy
## 529 -88.6 41.5 592 22442 illinois grundy
## 530 -88.3 41.5 592 22443 illinois grundy
## 531 -88.2 41.2 592 22444 illinois grundy
## 532 -88.2 41.1 592 22445 illinois grundy
## 533 -88.4 38.3 593 22447 illinois hamilton
## 534 -88.4 37.9 593 22448 illinois hamilton
## 535 -88.7 37.9 593 22449 illinois hamilton
## 536 -88.7 38.1 593 22450 illinois hamilton
## 537 -88.7 38.3 593 22451 illinois hamilton
## 538 -88.4 38.3 593 22452 illinois hamilton
## 539 -91.2 40.6 594 22454 illinois hancock
## 540 -90.9 40.6 594 22455 illinois hancock
## 541 -90.9 40.3 594 22456 illinois hancock
## 542 -90.9 40.2 594 22457 illinois hancock
## 543 -91.5 40.2 594 22458 illinois hancock
## 544 -91.5 40.3 594 22459 illinois hancock
## 545 -91.5 40.3 594 22460 illinois hancock
## 546 -91.4 40.3 594 22461 illinois hancock
## 547 -91.4 40.4 594 22462 illinois hancock
## 548 -91.4 40.4 594 22463 illinois hancock
## 549 -91.4 40.4 594 22464 illinois hancock
## 550 -91.4 40.4 594 22465 illinois hancock
## 551 -91.4 40.4 594 22466 illinois hancock
## 552 -91.4 40.5 594 22467 illinois hancock
## 553 -91.4 40.6 594 22468 illinois hancock
## 554 -91.4 40.6 594 22469 illinois hancock
## 555 -91.4 40.6 594 22470 illinois hancock
## 556 -91.4 40.6 594 22471 illinois hancock
## 557 -91.3 40.6 594 22472 illinois hancock
## 558 -91.3 40.6 594 22473 illinois hancock
## 559 -91.2 40.6 594 22474 illinois hancock
## 560 -88.4 37.4 595 22476 illinois hardin
## 561 -88.4 37.4 595 22477 illinois hardin
## 562 -88.4 37.6 595 22478 illinois hardin
## 563 -88.4 37.6 595 22479 illinois hardin
## 564 -88.2 37.6 595 22480 illinois hardin
## 565 -88.1 37.6 595 22481 illinois hardin
## 566 -88.1 37.5 595 22482 illinois hardin
## 567 -88.1 37.5 595 22483 illinois hardin
## 568 -88.1 37.5 595 22484 illinois hardin
## 569 -88.1 37.5 595 22485 illinois hardin
## 570 -88.2 37.5 595 22486 illinois hardin
## 571 -88.3 37.5 595 22487 illinois hardin
## 572 -88.3 37.4 595 22488 illinois hardin
## 573 -88.4 37.4 595 22489 illinois hardin
## 574 -90.8 41.1 596 22491 illinois henderson
## 575 -90.8 40.6 596 22492 illinois henderson
## 576 -90.9 40.6 596 22493 illinois henderson
## 577 -91.2 40.6 596 22494 illinois henderson
## 578 -91.1 40.7 596 22495 illinois henderson
## 579 -91.1 40.7 596 22496 illinois henderson
## 580 -91.1 40.7 596 22497 illinois henderson
## 581 -91.1 40.8 596 22498 illinois henderson
## 582 -91.1 40.8 596 22499 illinois henderson
## 583 -91.0 40.9 596 22500 illinois henderson
## 584 -91.0 40.9 596 22501 illinois henderson
## 585 -91.0 41.0 596 22502 illinois henderson
## 586 -90.9 41.1 596 22503 illinois henderson
## 587 -90.8 41.1 596 22504 illinois henderson
## 588 -90.2 41.6 597 22506 illinois henry
## 589 -89.9 41.6 597 22507 illinois henry
## 590 -89.9 41.5 597 22508 illinois henry
## 591 -89.8 41.5 597 22509 illinois henry
## 592 -89.8 41.2 597 22510 illinois henry
## 593 -89.9 41.2 597 22511 illinois henry
## 594 -89.9 41.1 597 22512 illinois henry
## 595 -90.0 41.1 597 22513 illinois henry
## 596 -90.4 41.1 597 22514 illinois henry
## 597 -90.4 41.3 597 22515 illinois henry
## 598 -90.4 41.5 597 22516 illinois henry
## 599 -90.4 41.5 597 22517 illinois henry
## 600 -90.4 41.5 597 22518 illinois henry
## 601 -90.3 41.5 597 22519 illinois henry
## 602 -90.2 41.5 597 22520 illinois henry
## 603 -90.2 41.5 597 22521 illinois henry
## 604 -90.2 41.6 597 22522 illinois henry
## 605 -90.2 41.6 597 22523 illinois henry
## 606 -87.5 40.7 598 22525 illinois iroquois
## 607 -87.5 40.5 598 22526 illinois iroquois
## 608 -87.9 40.5 598 22527 illinois iroquois
## 609 -88.0 40.5 598 22528 illinois iroquois
## 610 -88.0 40.5 598 22529 illinois iroquois
## 611 -88.1 40.5 598 22530 illinois iroquois
## 612 -88.1 40.7 598 22531 illinois iroquois
## 613 -88.1 40.7 598 22532 illinois iroquois
## 614 -88.1 41.0 598 22533 illinois iroquois
## 615 -87.5 41.0 598 22534 illinois iroquois
## 616 -87.5 40.7 598 22535 illinois iroquois
## 617 -89.7 37.8 599 22537 illinois jackson
## 618 -89.7 37.8 599 22538 illinois jackson
## 619 -89.7 37.8 599 22539 illinois jackson
## 620 -89.7 37.9 599 22540 illinois jackson
## 621 -89.6 37.9 599 22541 illinois jackson
## 622 -89.6 38.0 599 22542 illinois jackson
## 623 -89.2 38.0 599 22543 illinois jackson
## 624 -89.2 38.0 599 22544 illinois jackson
## 625 -89.2 37.9 599 22545 illinois jackson
## 626 -89.2 37.6 599 22546 illinois jackson
## 627 -89.4 37.6 599 22547 illinois jackson
## 628 -89.5 37.6 599 22548 illinois jackson
## 629 -89.5 37.6 599 22549 illinois jackson
## 630 -89.5 37.6 599 22550 illinois jackson
## 631 -89.5 37.6 599 22551 illinois jackson
## 632 -89.5 37.6 599 22552 illinois jackson
## 633 -89.5 37.7 599 22553 illinois jackson
## 634 -89.5 37.7 599 22554 illinois jackson
## 635 -89.6 37.7 599 22555 illinois jackson
## 636 -89.7 37.8 599 22556 illinois jackson
## 637 -89.7 37.8 599 22557 illinois jackson
## 638 -88.4 39.2 600 22559 illinois jasper
## 639 -88.0 39.2 600 22560 illinois jasper
## 640 -88.0 39.2 600 22561 illinois jasper
## 641 -88.0 38.9 600 22562 illinois jasper
## 642 -88.3 38.9 600 22563 illinois jasper
## 643 -88.4 38.9 600 22564 illinois jasper
## 644 -88.4 38.9 600 22565 illinois jasper
## 645 -88.4 39.2 600 22566 illinois jasper
## 646 -89.1 38.2 601 22568 illinois jefferson
## 647 -89.1 38.5 601 22569 illinois jefferson
## 648 -88.7 38.5 601 22570 illinois jefferson
## 649 -88.7 38.3 601 22571 illinois jefferson
## 650 -88.7 38.1 601 22572 illinois jefferson
## 651 -89.1 38.1 601 22573 illinois jefferson
## 652 -89.1 38.1 601 22574 illinois jefferson
## 653 -89.1 38.2 601 22575 illinois jefferson
## 654 -90.5 39.0 602 22577 illinois jersey
## 655 -90.5 39.0 602 22578 illinois jersey
## 656 -90.5 38.9 602 22579 illinois jersey
## 657 -90.6 39.0 602 22580 illinois jersey
## 658 -90.6 39.0 602 22581 illinois jersey
## 659 -90.6 39.0 602 22582 illinois jersey
## 660 -90.6 39.1 602 22583 illinois jersey
## 661 -90.6 39.1 602 22584 illinois jersey
## 662 -90.6 39.2 602 22585 illinois jersey
## 663 -90.6 39.2 602 22586 illinois jersey
## 664 -90.6 39.2 602 22587 illinois jersey
## 665 -90.5 39.2 602 22588 illinois jersey
## 666 -90.5 39.2 602 22589 illinois jersey
## 667 -90.3 39.2 602 22590 illinois jersey
## 668 -90.3 39.2 602 22591 illinois jersey
## 669 -90.2 39.2 602 22592 illinois jersey
## 670 -90.2 39.3 602 22593 illinois jersey
## 671 -90.1 39.3 602 22594 illinois jersey
## 672 -90.1 39.0 602 22595 illinois jersey
## 673 -90.3 39.0 602 22596 illinois jersey
## 674 -90.3 38.9 602 22597 illinois jersey
## 675 -90.3 38.9 602 22598 illinois jersey
## 676 -90.4 38.9 602 22599 illinois jersey
## 677 -90.4 38.9 602 22600 illinois jersey
## 678 -90.5 39.0 602 22601 illinois jersey
## 679 -89.9 42.5 603 22603 illinois jo daviess
## 680 -89.9 42.2 603 22604 illinois jo daviess
## 681 -90.3 42.2 603 22605 illinois jo daviess
## 682 -90.4 42.2 603 22606 illinois jo daviess
## 683 -90.4 42.2 603 22607 illinois jo daviess
## 684 -90.4 42.3 603 22608 illinois jo daviess
## 685 -90.4 42.3 603 22609 illinois jo daviess
## 686 -90.5 42.4 603 22610 illinois jo daviess
## 687 -90.5 42.4 603 22611 illinois jo daviess
## 688 -90.6 42.5 603 22612 illinois jo daviess
## 689 -90.6 42.5 603 22613 illinois jo daviess
## 690 -90.6 42.5 603 22614 illinois jo daviess
## 691 -90.4 42.5 603 22615 illinois jo daviess
## 692 -89.9 42.5 603 22616 illinois jo daviess
## 693 -89.0 37.6 604 22618 illinois johnson
## 694 -88.7 37.6 604 22619 illinois johnson
## 695 -88.7 37.3 604 22620 illinois johnson
## 696 -88.9 37.3 604 22621 illinois johnson
## 697 -88.9 37.3 604 22622 illinois johnson
## 698 -88.9 37.3 604 22623 illinois johnson
## 699 -88.9 37.3 604 22624 illinois johnson
## 700 -88.9 37.3 604 22625 illinois johnson
## 701 -89.0 37.3 604 22626 illinois johnson
## 702 -89.0 37.3 604 22627 illinois johnson
## 703 -89.0 37.3 604 22628 illinois johnson
## 704 -89.0 37.3 604 22629 illinois johnson
## 705 -89.0 37.3 604 22630 illinois johnson
## 706 -89.0 37.3 604 22631 illinois johnson
## 707 -89.0 37.6 604 22632 illinois johnson
## 708 -88.6 42.2 605 22634 illinois kane
## 709 -88.2 42.2 605 22635 illinois kane
## 710 -88.2 42.1 605 22636 illinois kane
## 711 -88.3 42.1 605 22637 illinois kane
## 712 -88.3 42.0 605 22638 illinois kane
## 713 -88.3 41.7 605 22639 illinois kane
## 714 -88.6 41.7 605 22640 illinois kane
## 715 -88.6 42.1 605 22641 illinois kane
## 716 -88.6 42.1 605 22642 illinois kane
## 717 -88.6 42.2 605 22643 illinois kane
## 718 -88.2 41.0 606 22645 illinois kankakee
## 719 -88.2 41.1 606 22646 illinois kankakee
## 720 -88.2 41.2 606 22647 illinois kankakee
## 721 -88.0 41.2 606 22648 illinois kankakee
## 722 -88.0 41.3 606 22649 illinois kankakee
## 723 -87.5 41.3 606 22650 illinois kankakee
## 724 -87.5 41.2 606 22651 illinois kankakee
## 725 -87.5 41.0 606 22652 illinois kankakee
## 726 -88.1 41.0 606 22653 illinois kankakee
## 727 -88.2 41.0 606 22654 illinois kankakee
## 728 -88.3 41.7 607 22656 illinois kendall
## 729 -88.3 41.5 607 22657 illinois kendall
## 730 -88.6 41.5 607 22658 illinois kendall
## 731 -88.6 41.6 607 22659 illinois kendall
## 732 -88.6 41.7 607 22660 illinois kendall
## 733 -88.3 41.7 607 22661 illinois kendall
## 734 -90.4 41.1 608 22663 illinois knox
## 735 -90.0 41.1 608 22664 illinois knox
## 736 -90.0 41.0 608 22665 illinois knox
## 737 -90.0 40.7 608 22666 illinois knox
## 738 -90.4 40.7 608 22667 illinois knox
## 739 -90.4 41.1 608 22668 illinois knox
## 740 -90.4 41.1 608 22669 illinois knox
## 741 -87.8 42.2 609 22671 illinois lake
## 742 -88.2 42.2 609 22672 illinois lake
## 743 -88.2 42.5 609 22673 illinois lake
## 744 -87.8 42.5 609 22674 illinois lake
## 745 -87.8 42.5 609 22675 illinois lake
## 746 -87.8 42.4 609 22676 illinois lake
## 747 -87.8 42.4 609 22677 illinois lake
## 748 -87.8 42.3 609 22678 illinois lake
## 749 -87.8 42.3 609 22679 illinois lake
## 750 -87.8 42.2 609 22680 illinois lake
## 751 -87.8 42.2 609 22681 illinois lake
## 752 -87.8 42.2 609 22682 illinois lake
## 753 -88.6 41.6 610 22684 illinois la salle
## 754 -88.6 41.5 610 22685 illinois la salle
## 755 -88.6 41.1 610 22686 illinois la salle
## 756 -88.9 41.1 610 22687 illinois la salle
## 757 -88.9 40.9 610 22688 illinois la salle
## 758 -89.0 40.9 610 22689 illinois la salle
## 759 -89.0 41.1 610 22690 illinois la salle
## 760 -89.2 41.1 610 22691 illinois la salle
## 761 -89.2 41.3 610 22692 illinois la salle
## 762 -89.2 41.6 610 22693 illinois la salle
## 763 -89.2 41.6 610 22694 illinois la salle
## 764 -88.9 41.6 610 22695 illinois la salle
## 765 -88.6 41.6 610 22696 illinois la salle
## 766 -87.5 38.9 611 22698 illinois lawrence
## 767 -87.5 38.8 611 22699 illinois lawrence
## 768 -87.5 38.7 611 22700 illinois lawrence
## 769 -87.5 38.7 611 22701 illinois lawrence
## 770 -87.5 38.7 611 22702 illinois lawrence
## 771 -87.6 38.7 611 22703 illinois lawrence
## 772 -87.6 38.6 611 22704 illinois lawrence
## 773 -87.6 38.6 611 22705 illinois lawrence
## 774 -87.7 38.6 611 22706 illinois lawrence
## 775 -87.9 38.6 611 22707 illinois lawrence
## 776 -87.9 38.9 611 22708 illinois lawrence
## 777 -87.5 38.9 611 22709 illinois lawrence
## 778 -88.9 41.9 612 22711 illinois lee
## 779 -88.9 41.7 612 22712 illinois lee
## 780 -88.9 41.7 612 22713 illinois lee
## 781 -88.9 41.6 612 22714 illinois lee
## 782 -89.2 41.6 612 22715 illinois lee
## 783 -89.2 41.6 612 22716 illinois lee
## 784 -89.6 41.6 612 22717 illinois lee
## 785 -89.6 41.9 612 22718 illinois lee
## 786 -89.5 41.9 612 22719 illinois lee
## 787 -89.5 41.9 612 22720 illinois lee
## 788 -89.4 41.9 612 22721 illinois lee
## 789 -89.4 41.9 612 22722 illinois lee
## 790 -89.4 41.9 612 22723 illinois lee
## 791 -89.4 41.9 612 22724 illinois lee
## 792 -89.4 41.9 612 22725 illinois lee
## 793 -89.4 41.9 612 22726 illinois lee
## 794 -88.9 41.9 612 22727 illinois lee
## 795 -88.9 40.7 613 22729 illinois livingston
## 796 -88.9 40.9 613 22730 illinois livingston
## 797 -88.9 41.1 613 22731 illinois livingston
## 798 -88.6 41.1 613 22732 illinois livingston
## 799 -88.2 41.1 613 22733 illinois livingston
## 800 -88.2 41.0 613 22734 illinois livingston
## 801 -88.2 40.6 613 22735 illinois livingston
## 802 -88.5 40.6 613 22736 illinois livingston
## 803 -88.6 40.6 613 22737 illinois livingston
## 804 -88.6 40.7 613 22738 illinois livingston
## 805 -88.6 40.7 613 22739 illinois livingston
## 806 -88.6 40.7 613 22740 illinois livingston
## 807 -88.9 40.7 613 22741 illinois livingston
## 808 -89.6 40.3 614 22743 illinois logan
## 809 -89.3 40.3 614 22744 illinois logan
## 810 -89.3 40.3 614 22745 illinois logan
## 811 -89.1 40.3 614 22746 illinois logan
## 812 -89.1 40.0 614 22747 illinois logan
## 813 -89.1 39.9 614 22748 illinois logan
## 814 -89.2 39.9 614 22749 illinois logan
## 815 -89.4 39.9 614 22750 illinois logan
## 816 -89.4 39.9 614 22751 illinois logan
## 817 -89.5 39.9 614 22752 illinois logan
## 818 -89.5 40.0 614 22753 illinois logan
## 819 -89.6 40.0 614 22754 illinois logan
## 820 -89.6 40.1 614 22755 illinois logan
## 821 -89.6 40.1 614 22756 illinois logan
## 822 -89.6 40.1 614 22757 illinois logan
## 823 -89.6 40.3 614 22758 illinois logan
## 824 -90.8 40.6 615 22760 illinois mcdonough
## 825 -90.4 40.6 615 22761 illinois mcdonough
## 826 -90.5 40.3 615 22762 illinois mcdonough
## 827 -90.9 40.3 615 22763 illinois mcdonough
## 828 -90.9 40.6 615 22764 illinois mcdonough
## 829 -90.8 40.6 615 22765 illinois mcdonough
## 830 -88.2 42.5 616 22767 illinois mchenry
## 831 -88.2 42.2 616 22768 illinois mchenry
## 832 -88.2 42.2 616 22769 illinois mchenry
## 833 -88.6 42.2 616 22770 illinois mchenry
## 834 -88.7 42.2 616 22771 illinois mchenry
## 835 -88.7 42.5 616 22772 illinois mchenry
## 836 -88.3 42.5 616 22773 illinois mchenry
## 837 -88.2 42.5 616 22774 illinois mchenry
## 838 -88.5 40.6 617 22776 illinois mclean
## 839 -88.5 40.4 617 22777 illinois mclean
## 840 -88.5 40.3 617 22778 illinois mclean
## 841 -88.6 40.3 617 22779 illinois mclean
## 842 -89.1 40.3 617 22780 illinois mclean
## 843 -89.3 40.3 617 22781 illinois mclean
## 844 -89.3 40.3 617 22782 illinois mclean
## 845 -89.3 40.6 617 22783 illinois mclean
## 846 -89.1 40.6 617 22784 illinois mclean
## 847 -89.1 40.6 617 22785 illinois mclean
## 848 -89.1 40.6 617 22786 illinois mclean
## 849 -89.1 40.6 617 22787 illinois mclean
## 850 -89.0 40.6 617 22788 illinois mclean
## 851 -89.0 40.7 617 22789 illinois mclean
## 852 -89.0 40.7 617 22790 illinois mclean
## 853 -89.0 40.7 617 22791 illinois mclean
## 854 -88.9 40.7 617 22792 illinois mclean
## 855 -88.6 40.7 617 22793 illinois mclean
## 856 -88.6 40.7 617 22794 illinois mclean
## 857 -88.6 40.7 617 22795 illinois mclean
## 858 -88.6 40.6 617 22796 illinois mclean
## 859 -88.5 40.6 617 22797 illinois mclean
## 860 -89.1 40.0 618 22799 illinois macon
## 861 -88.7 40.1 618 22800 illinois macon
## 862 -88.8 39.8 618 22801 illinois macon
## 863 -88.8 39.8 618 22802 illinois macon
## 864 -88.8 39.7 618 22803 illinois macon
## 865 -88.8 39.7 618 22804 illinois macon
## 866 -88.8 39.6 618 22805 illinois macon
## 867 -89.0 39.7 618 22806 illinois macon
## 868 -89.1 39.7 618 22807 illinois macon
## 869 -89.1 39.8 618 22808 illinois macon
## 870 -89.1 39.8 618 22809 illinois macon
## 871 -89.2 39.8 618 22810 illinois macon
## 872 -89.2 39.8 618 22811 illinois macon
## 873 -89.2 39.9 618 22812 illinois macon
## 874 -89.1 39.9 618 22813 illinois macon
## 875 -89.1 40.0 618 22814 illinois macon
## 876 -89.9 39.5 619 22816 illinois macoupin
## 877 -89.7 39.5 619 22817 illinois macoupin
## 878 -89.7 39.4 619 22818 illinois macoupin
## 879 -89.7 39.0 619 22819 illinois macoupin
## 880 -90.1 39.0 619 22820 illinois macoupin
## 881 -90.1 39.3 619 22821 illinois macoupin
## 882 -90.1 39.4 619 22822 illinois macoupin
## 883 -90.2 39.4 619 22823 illinois macoupin
## 884 -90.1 39.5 619 22824 illinois macoupin
## 885 -89.9 39.5 619 22825 illinois macoupin
## 886 -90.3 38.9 620 22827 illinois madison
## 887 -90.3 39.0 620 22828 illinois madison
## 888 -90.1 39.0 620 22829 illinois madison
## 889 -89.7 39.0 620 22830 illinois madison
## 890 -89.6 39.0 620 22831 illinois madison
## 891 -89.6 38.9 620 22832 illinois madison
## 892 -89.6 38.9 620 22833 illinois madison
## 893 -89.6 38.7 620 22834 illinois madison
## 894 -89.6 38.7 620 22835 illinois madison
## 895 -89.7 38.7 620 22836 illinois madison
## 896 -90.2 38.7 620 22837 illinois madison
## 897 -90.2 38.7 620 22838 illinois madison
## 898 -90.2 38.7 620 22839 illinois madison
## 899 -90.2 38.8 620 22840 illinois madison
## 900 -90.1 38.8 620 22841 illinois madison
## 901 -90.1 38.8 620 22842 illinois madison
## 902 -90.1 38.8 620 22843 illinois madison
## 903 -90.1 38.9 620 22844 illinois madison
## 904 -90.2 38.9 620 22845 illinois madison
## 905 -90.2 38.9 620 22846 illinois madison
## 906 -90.3 38.9 620 22847 illinois madison
## 907 -89.1 38.5 621 22849 illinois marion
## 908 -89.1 38.7 621 22850 illinois marion
## 909 -89.1 38.8 621 22851 illinois marion
## 910 -88.7 38.8 621 22852 illinois marion
## 911 -88.7 38.6 621 22853 illinois marion
## 912 -88.7 38.5 621 22854 illinois marion
## 913 -89.1 38.5 621 22855 illinois marion
## 914 -89.1 38.5 621 22856 illinois marion
## 915 -89.6 41.0 622 22858 illinois marshall
## 916 -89.6 41.1 622 22859 illinois marshall
## 917 -89.5 41.1 622 22860 illinois marshall
## 918 -89.3 41.1 622 22861 illinois marshall
## 919 -89.3 41.1 622 22862 illinois marshall
## 920 -89.2 41.1 622 22863 illinois marshall
## 921 -89.0 41.1 622 22864 illinois marshall
## 922 -89.0 40.9 622 22865 illinois marshall
## 923 -89.5 40.9 622 22866 illinois marshall
## 924 -89.4 41.0 622 22867 illinois marshall
## 925 -89.6 41.0 622 22868 illinois marshall
## 926 -90.4 40.1 623 22870 illinois mason
## 927 -90.3 40.1 623 22871 illinois mason
## 928 -90.3 40.1 623 22872 illinois mason
## 929 -90.3 40.1 623 22873 illinois mason
## 930 -90.3 40.1 623 22874 illinois mason
## 931 -90.2 40.1 623 22875 illinois mason
## 932 -90.2 40.2 623 22876 illinois mason
## 933 -90.2 40.2 623 22877 illinois mason
## 934 -90.2 40.2 623 22878 illinois mason
## 935 -90.1 40.2 623 22879 illinois mason
## 936 -90.1 40.3 623 22880 illinois mason
## 937 -90.1 40.3 623 22881 illinois mason
## 938 -90.1 40.3 623 22882 illinois mason
## 939 -90.0 40.4 623 22883 illinois mason
## 940 -90.0 40.4 623 22884 illinois mason
## 941 -89.9 40.4 623 22885 illinois mason
## 942 -89.7 40.4 623 22886 illinois mason
## 943 -89.7 40.3 623 22887 illinois mason
## 944 -89.6 40.3 623 22888 illinois mason
## 945 -89.6 40.1 623 22889 illinois mason
## 946 -89.6 40.2 623 22890 illinois mason
## 947 -89.7 40.2 623 22891 illinois mason
## 948 -89.7 40.2 623 22892 illinois mason
## 949 -89.7 40.1 623 22893 illinois mason
## 950 -89.7 40.1 623 22894 illinois mason
## 951 -89.7 40.1 623 22895 illinois mason
## 952 -89.8 40.1 623 22896 illinois mason
## 953 -89.8 40.1 623 22897 illinois mason
## 954 -89.9 40.1 623 22898 illinois mason
## 955 -89.9 40.1 623 22899 illinois mason
## 956 -90.0 40.1 623 22900 illinois mason
## 957 -90.0 40.1 623 22901 illinois mason
## 958 -90.0 40.1 623 22902 illinois mason
## 959 -90.0 40.1 623 22903 illinois mason
## 960 -90.1 40.1 623 22904 illinois mason
## 961 -90.1 40.1 623 22905 illinois mason
## 962 -90.1 40.1 623 22906 illinois mason
## 963 -90.2 40.1 623 22907 illinois mason
## 964 -90.2 40.1 623 22908 illinois mason
## 965 -90.2 40.0 623 22909 illinois mason
## 966 -90.3 40.1 623 22910 illinois mason
## 967 -90.3 40.0 623 22911 illinois mason
## 968 -90.3 40.1 623 22912 illinois mason
## 969 -90.3 40.1 623 22913 illinois mason
## 970 -90.3 40.1 623 22914 illinois mason
## 971 -90.4 40.1 623 22915 illinois mason
## 972 -88.9 37.2 624 22917 illinois massac
## 973 -88.9 37.3 624 22918 illinois massac
## 974 -88.9 37.3 624 22919 illinois massac
## 975 -88.9 37.3 624 22920 illinois massac
## 976 -88.9 37.3 624 22921 illinois massac
## 977 -88.7 37.3 624 22922 illinois massac
## 978 -88.5 37.2 624 22923 illinois massac
## 979 -88.5 37.1 624 22924 illinois massac
## 980 -88.6 37.1 624 22925 illinois massac
## 981 -88.6 37.1 624 22926 illinois massac
## 982 -88.6 37.1 624 22927 illinois massac
## 983 -88.7 37.2 624 22928 illinois massac
## 984 -88.8 37.2 624 22929 illinois massac
## 985 -88.8 37.2 624 22930 illinois massac
## 986 -88.9 37.2 624 22931 illinois massac
## 987 -88.9 37.2 624 22932 illinois massac
## 988 -90.0 40.1 625 22934 illinois menard
## 989 -90.0 40.1 625 22935 illinois menard
## 990 -89.9 40.1 625 22936 illinois menard
## 991 -89.9 40.1 625 22937 illinois menard
## 992 -89.8 40.1 625 22938 illinois menard
## 993 -89.8 40.1 625 22939 illinois menard
## 994 -89.7 40.1 625 22940 illinois menard
## 995 -89.7 40.1 625 22941 illinois menard
## 996 -89.7 40.1 625 22942 illinois menard
## 997 -89.7 40.2 625 22943 illinois menard
## 998 -89.7 40.2 625 22944 illinois menard
## 999 -89.6 40.2 625 22945 illinois menard
## 1000 -89.6 40.1 625 22946 illinois menard
## 1001 -89.6 40.1 625 22947 illinois menard
## 1002 -89.6 40.1 625 22948 illinois menard
## 1003 -89.6 40.0 625 22949 illinois menard
## 1004 -89.7 40.0 625 22950 illinois menard
## 1005 -89.7 40.0 625 22951 illinois menard
## 1006 -89.7 40.0 625 22952 illinois menard
## 1007 -89.7 39.9 625 22953 illinois menard
## 1008 -89.8 39.9 625 22954 illinois menard
## 1009 -89.8 39.9 625 22955 illinois menard
## 1010 -90.0 39.9 625 22956 illinois menard
## 1011 -90.0 40.1 625 22957 illinois menard
## 1012 -90.4 41.3 626 22959 illinois mercer
## 1013 -90.4 41.1 626 22960 illinois mercer
## 1014 -90.4 41.1 626 22961 illinois mercer
## 1015 -90.8 41.1 626 22962 illinois mercer
## 1016 -90.9 41.1 626 22963 illinois mercer
## 1017 -91.0 41.1 626 22964 illinois mercer
## 1018 -91.0 41.1 626 22965 illinois mercer
## 1019 -91.0 41.2 626 22966 illinois mercer
## 1020 -91.0 41.2 626 22967 illinois mercer
## 1021 -91.1 41.2 626 22968 illinois mercer
## 1022 -91.1 41.2 626 22969 illinois mercer
## 1023 -91.1 41.3 626 22970 illinois mercer
## 1024 -91.1 41.3 626 22971 illinois mercer
## 1025 -91.1 41.3 626 22972 illinois mercer
## 1026 -90.4 41.3 626 22973 illinois mercer
## 1027 -90.3 38.5 627 22975 illinois monroe
## 1028 -90.1 38.4 627 22976 illinois monroe
## 1029 -90.2 38.4 627 22977 illinois monroe
## 1030 -90.1 38.4 627 22978 illinois monroe
## 1031 -90.1 38.4 627 22979 illinois monroe
## 1032 -90.1 38.3 627 22980 illinois monroe
## 1033 -90.1 38.3 627 22981 illinois monroe
## 1034 -89.9 38.3 627 22982 illinois monroe
## 1035 -89.9 38.3 627 22983 illinois monroe
## 1036 -89.9 38.3 627 22984 illinois monroe
## 1037 -89.9 38.2 627 22985 illinois monroe
## 1038 -90.0 38.2 627 22986 illinois monroe
## 1039 -90.0 38.1 627 22987 illinois monroe
## 1040 -90.2 38.1 627 22988 illinois monroe
## 1041 -90.3 38.1 627 22989 illinois monroe
## 1042 -90.3 38.2 627 22990 illinois monroe
## 1043 -90.4 38.2 627 22991 illinois monroe
## 1044 -90.4 38.2 627 22992 illinois monroe
## 1045 -90.4 38.3 627 22993 illinois monroe
## 1046 -90.4 38.4 627 22994 illinois monroe
## 1047 -90.3 38.4 627 22995 illinois monroe
## 1048 -90.3 38.4 627 22996 illinois monroe
## 1049 -90.3 38.5 627 22997 illinois monroe
## 1050 -89.5 39.5 628 22999 illinois montgomery
## 1051 -89.5 39.4 628 23000 illinois montgomery
## 1052 -89.1 39.4 628 23001 illinois montgomery
## 1053 -89.1 39.2 628 23002 illinois montgomery
## 1054 -89.3 39.2 628 23003 illinois montgomery
## 1055 -89.3 39.0 628 23004 illinois montgomery
## 1056 -89.6 39.0 628 23005 illinois montgomery
## 1057 -89.6 39.0 628 23006 illinois montgomery
## 1058 -89.6 39.0 628 23007 illinois montgomery
## 1059 -89.7 39.0 628 23008 illinois montgomery
## 1060 -89.7 39.4 628 23009 illinois montgomery
## 1061 -89.7 39.5 628 23010 illinois montgomery
## 1062 -89.5 39.5 628 23011 illinois montgomery
## 1063 -90.0 39.9 629 23013 illinois morgan
## 1064 -90.0 39.8 629 23014 illinois morgan
## 1065 -90.0 39.8 629 23015 illinois morgan
## 1066 -90.0 39.7 629 23016 illinois morgan
## 1067 -89.9 39.6 629 23017 illinois morgan
## 1068 -89.9 39.5 629 23018 illinois morgan
## 1069 -90.1 39.5 629 23019 illinois morgan
## 1070 -90.3 39.5 629 23020 illinois morgan
## 1071 -90.3 39.6 629 23021 illinois morgan
## 1072 -90.3 39.6 629 23022 illinois morgan
## 1073 -90.3 39.7 629 23023 illinois morgan
## 1074 -90.4 39.7 629 23024 illinois morgan
## 1075 -90.4 39.7 629 23025 illinois morgan
## 1076 -90.5 39.8 629 23026 illinois morgan
## 1077 -90.5 39.8 629 23027 illinois morgan
## 1078 -90.6 39.8 629 23028 illinois morgan
## 1079 -90.6 39.8 629 23029 illinois morgan
## 1080 -90.6 39.9 629 23030 illinois morgan
## 1081 -90.0 39.9 629 23031 illinois morgan
## 1082 -88.5 39.6 630 23033 illinois moultrie
## 1083 -88.5 39.4 630 23034 illinois moultrie
## 1084 -88.6 39.4 630 23035 illinois moultrie
## 1085 -88.6 39.5 630 23036 illinois moultrie
## 1086 -88.6 39.5 630 23037 illinois moultrie
## 1087 -88.6 39.5 630 23038 illinois moultrie
## 1088 -88.6 39.5 630 23039 illinois moultrie
## 1089 -88.6 39.5 630 23040 illinois moultrie
## 1090 -88.6 39.5 630 23041 illinois moultrie
## 1091 -88.6 39.5 630 23042 illinois moultrie
## 1092 -88.7 39.5 630 23043 illinois moultrie
## 1093 -88.7 39.6 630 23044 illinois moultrie
## 1094 -88.8 39.6 630 23045 illinois moultrie
## 1095 -88.8 39.6 630 23046 illinois moultrie
## 1096 -88.8 39.7 630 23047 illinois moultrie
## 1097 -88.8 39.7 630 23048 illinois moultrie
## 1098 -88.8 39.8 630 23049 illinois moultrie
## 1099 -88.8 39.8 630 23050 illinois moultrie
## 1100 -88.5 39.8 630 23051 illinois moultrie
## 1101 -88.5 39.6 630 23052 illinois moultrie
## 1102 -89.7 42.2 631 23054 illinois ogle
## 1103 -89.4 42.2 631 23055 illinois ogle
## 1104 -89.2 42.2 631 23056 illinois ogle
## 1105 -89.2 42.2 631 23057 illinois ogle
## 1106 -88.9 42.2 631 23058 illinois ogle
## 1107 -88.9 42.1 631 23059 illinois ogle
## 1108 -88.9 41.9 631 23060 illinois ogle
## 1109 -89.4 41.9 631 23061 illinois ogle
## 1110 -89.4 41.9 631 23062 illinois ogle
## 1111 -89.4 41.9 631 23063 illinois ogle
## 1112 -89.4 41.9 631 23064 illinois ogle
## 1113 -89.4 41.9 631 23065 illinois ogle
## 1114 -89.4 41.9 631 23066 illinois ogle
## 1115 -89.5 41.9 631 23067 illinois ogle
## 1116 -89.5 41.9 631 23068 illinois ogle
## 1117 -89.6 41.9 631 23069 illinois ogle
## 1118 -89.6 41.9 631 23070 illinois ogle
## 1119 -89.7 41.9 631 23071 illinois ogle
## 1120 -89.7 42.2 631 23072 illinois ogle
## 1121 -89.6 41.0 632 23074 illinois peoria
## 1122 -89.4 41.0 632 23075 illinois peoria
## 1123 -89.5 40.9 632 23076 illinois peoria
## 1124 -89.5 40.9 632 23077 illinois peoria
## 1125 -89.5 40.8 632 23078 illinois peoria
## 1126 -89.6 40.8 632 23079 illinois peoria
## 1127 -89.6 40.8 632 23080 illinois peoria
## 1128 -89.6 40.8 632 23081 illinois peoria
## 1129 -89.6 40.7 632 23082 illinois peoria
## 1130 -89.6 40.7 632 23083 illinois peoria
## 1131 -89.6 40.7 632 23084 illinois peoria
## 1132 -89.6 40.6 632 23085 illinois peoria
## 1133 -89.7 40.6 632 23086 illinois peoria
## 1134 -89.7 40.6 632 23087 illinois peoria
## 1135 -89.7 40.5 632 23088 illinois peoria
## 1136 -89.7 40.6 632 23089 illinois peoria
## 1137 -89.7 40.5 632 23090 illinois peoria
## 1138 -89.8 40.5 632 23091 illinois peoria
## 1139 -89.8 40.5 632 23092 illinois peoria
## 1140 -89.9 40.5 632 23093 illinois peoria
## 1141 -89.9 40.6 632 23094 illinois peoria
## 1142 -90.0 40.6 632 23095 illinois peoria
## 1143 -90.0 40.7 632 23096 illinois peoria
## 1144 -90.0 41.0 632 23097 illinois peoria
## 1145 -89.6 41.0 632 23098 illinois peoria
## 1146 -89.1 38.2 633 23100 illinois perry
## 1147 -89.1 38.1 633 23101 illinois perry
## 1148 -89.1 38.1 633 23102 illinois perry
## 1149 -89.1 38.1 633 23103 illinois perry
## 1150 -89.1 38.1 633 23104 illinois perry
## 1151 -89.1 38.1 633 23105 illinois perry
## 1152 -89.1 38.1 633 23106 illinois perry
## 1153 -89.1 38.1 633 23107 illinois perry
## 1154 -89.1 38.0 633 23108 illinois perry
## 1155 -89.1 38.0 633 23109 illinois perry
## 1156 -89.2 38.0 633 23110 illinois perry
## 1157 -89.2 38.0 633 23111 illinois perry
## 1158 -89.6 38.0 633 23112 illinois perry
## 1159 -89.6 38.2 633 23113 illinois perry
## 1160 -89.5 38.2 633 23114 illinois perry
## 1161 -89.4 38.2 633 23115 illinois perry
## 1162 -89.1 38.2 633 23116 illinois perry
## 1163 -88.8 39.8 634 23118 illinois piatt
## 1164 -88.7 40.1 634 23119 illinois piatt
## 1165 -88.7 40.1 634 23120 illinois piatt
## 1166 -88.7 40.1 634 23121 illinois piatt
## 1167 -88.7 40.1 634 23122 illinois piatt
## 1168 -88.7 40.1 634 23123 illinois piatt
## 1169 -88.6 40.3 634 23124 illinois piatt
## 1170 -88.5 40.3 634 23125 illinois piatt
## 1171 -88.5 40.2 634 23126 illinois piatt
## 1172 -88.5 40.2 634 23127 illinois piatt
## 1173 -88.5 39.9 634 23128 illinois piatt
## 1174 -88.5 39.8 634 23129 illinois piatt
## 1175 -88.8 39.8 634 23130 illinois piatt
## 1176 -91.4 39.8 635 23132 illinois pike
## 1177 -90.9 39.8 635 23133 illinois pike
## 1178 -90.9 39.8 635 23134 illinois pike
## 1179 -90.6 39.8 635 23135 illinois pike
## 1180 -90.6 39.8 635 23136 illinois pike
## 1181 -90.6 39.7 635 23137 illinois pike
## 1182 -90.7 39.7 635 23138 illinois pike
## 1183 -90.7 39.7 635 23139 illinois pike
## 1184 -90.6 39.6 635 23140 illinois pike
## 1185 -90.6 39.5 635 23141 illinois pike
## 1186 -90.6 39.5 635 23142 illinois pike
## 1187 -90.6 39.5 635 23143 illinois pike
## 1188 -90.6 39.4 635 23144 illinois pike
## 1189 -90.6 39.4 635 23145 illinois pike
## 1190 -90.9 39.4 635 23146 illinois pike
## 1191 -91.0 39.4 635 23147 illinois pike
## 1192 -91.0 39.4 635 23148 illinois pike
## 1193 -91.1 39.5 635 23149 illinois pike
## 1194 -91.1 39.5 635 23150 illinois pike
## 1195 -91.2 39.6 635 23151 illinois pike
## 1196 -91.2 39.6 635 23152 illinois pike
## 1197 -91.3 39.7 635 23153 illinois pike
## 1198 -91.3 39.7 635 23154 illinois pike
## 1199 -91.4 39.7 635 23155 illinois pike
## 1200 -91.4 39.8 635 23156 illinois pike
## 1201 -88.7 37.3 636 23158 illinois pope
## 1202 -88.7 37.6 636 23159 illinois pope
## 1203 -88.4 37.6 636 23160 illinois pope
## 1204 -88.4 37.4 636 23161 illinois pope
## 1205 -88.4 37.4 636 23162 illinois pope
## 1206 -88.5 37.4 636 23163 illinois pope
## 1207 -88.5 37.4 636 23164 illinois pope
## 1208 -88.5 37.3 636 23165 illinois pope
## 1209 -88.5 37.3 636 23166 illinois pope
## 1210 -88.5 37.3 636 23167 illinois pope
## 1211 -88.5 37.3 636 23168 illinois pope
## 1212 -88.5 37.2 636 23169 illinois pope
## 1213 -88.4 37.2 636 23170 illinois pope
## 1214 -88.5 37.1 636 23171 illinois pope
## 1215 -88.5 37.1 636 23172 illinois pope
## 1216 -88.5 37.1 636 23173 illinois pope
## 1217 -88.5 37.2 636 23174 illinois pope
## 1218 -88.7 37.3 636 23175 illinois pope
## 1219 -88.9 37.2 637 23177 illinois pulaski
## 1220 -89.0 37.2 637 23178 illinois pulaski
## 1221 -89.0 37.2 637 23179 illinois pulaski
## 1222 -89.1 37.2 637 23180 illinois pulaski
## 1223 -89.1 37.2 637 23181 illinois pulaski
## 1224 -89.1 37.1 637 23182 illinois pulaski
## 1225 -89.1 37.1 637 23183 illinois pulaski
## 1226 -89.2 37.1 637 23184 illinois pulaski
## 1227 -89.2 37.1 637 23185 illinois pulaski
## 1228 -89.2 37.1 637 23186 illinois pulaski
## 1229 -89.2 37.1 637 23187 illinois pulaski
## 1230 -89.3 37.1 637 23188 illinois pulaski
## 1231 -89.3 37.1 637 23189 illinois pulaski
## 1232 -89.3 37.2 637 23190 illinois pulaski
## 1233 -89.3 37.2 637 23191 illinois pulaski
## 1234 -89.3 37.2 637 23192 illinois pulaski
## 1235 -89.3 37.2 637 23193 illinois pulaski
## 1236 -89.3 37.2 637 23194 illinois pulaski
## 1237 -89.3 37.2 637 23195 illinois pulaski
## 1238 -89.2 37.3 637 23196 illinois pulaski
## 1239 -89.2 37.3 637 23197 illinois pulaski
## 1240 -89.2 37.3 637 23198 illinois pulaski
## 1241 -89.2 37.3 637 23199 illinois pulaski
## 1242 -89.2 37.3 637 23200 illinois pulaski
## 1243 -89.0 37.3 637 23201 illinois pulaski
## 1244 -89.0 37.3 637 23202 illinois pulaski
## 1245 -89.0 37.3 637 23203 illinois pulaski
## 1246 -89.0 37.3 637 23204 illinois pulaski
## 1247 -89.0 37.3 637 23205 illinois pulaski
## 1248 -89.0 37.3 637 23206 illinois pulaski
## 1249 -88.9 37.3 637 23207 illinois pulaski
## 1250 -88.9 37.3 637 23208 illinois pulaski
## 1251 -88.9 37.2 637 23209 illinois pulaski
## 1252 -89.2 41.1 638 23211 illinois putnam
## 1253 -89.3 41.1 638 23212 illinois putnam
## 1254 -89.3 41.1 638 23213 illinois putnam
## 1255 -89.5 41.1 638 23214 illinois putnam
## 1256 -89.5 41.2 638 23215 illinois putnam
## 1257 -89.4 41.2 638 23216 illinois putnam
## 1258 -89.3 41.3 638 23217 illinois putnam
## 1259 -89.3 41.3 638 23218 illinois putnam
## 1260 -89.3 41.3 638 23219 illinois putnam
## 1261 -89.3 41.3 638 23220 illinois putnam
## 1262 -89.2 41.3 638 23221 illinois putnam
## 1263 -89.2 41.3 638 23222 illinois putnam
## 1264 -89.2 41.1 638 23223 illinois putnam
## 1265 -90.2 38.1 639 23225 illinois randolph
## 1266 -90.0 38.1 639 23226 illinois randolph
## 1267 -90.0 38.2 639 23227 illinois randolph
## 1268 -89.9 38.2 639 23228 illinois randolph
## 1269 -89.7 38.2 639 23229 illinois randolph
## 1270 -89.6 38.2 639 23230 illinois randolph
## 1271 -89.6 38.0 639 23231 illinois randolph
## 1272 -89.6 37.9 639 23232 illinois randolph
## 1273 -89.7 37.9 639 23233 illinois randolph
## 1274 -89.7 37.8 639 23234 illinois randolph
## 1275 -89.7 37.8 639 23235 illinois randolph
## 1276 -89.7 37.8 639 23236 illinois randolph
## 1277 -89.7 37.8 639 23237 illinois randolph
## 1278 -89.8 37.9 639 23238 illinois randolph
## 1279 -89.9 37.9 639 23239 illinois randolph
## 1280 -89.9 37.9 639 23240 illinois randolph
## 1281 -90.0 37.9 639 23241 illinois randolph
## 1282 -90.0 37.9 639 23242 illinois randolph
## 1283 -89.9 38.0 639 23243 illinois randolph
## 1284 -89.9 38.0 639 23244 illinois randolph
## 1285 -90.0 38.0 639 23245 illinois randolph
## 1286 -90.0 38.0 639 23246 illinois randolph
## 1287 -90.1 38.0 639 23247 illinois randolph
## 1288 -90.2 38.1 639 23248 illinois randolph
## 1289 -90.2 38.1 639 23249 illinois randolph
## 1290 -90.2 38.1 639 23250 illinois randolph
## 1291 -88.3 38.6 640 23252 illinois richland
## 1292 -88.3 38.6 640 23253 illinois richland
## 1293 -88.3 38.6 640 23254 illinois richland
## 1294 -88.3 38.6 640 23255 illinois richland
## 1295 -88.3 38.6 640 23256 illinois richland
## 1296 -88.3 38.6 640 23257 illinois richland
## 1297 -88.3 38.6 640 23258 illinois richland
## 1298 -88.3 38.7 640 23259 illinois richland
## 1299 -88.3 38.7 640 23260 illinois richland
## 1300 -88.3 38.7 640 23261 illinois richland
## 1301 -88.3 38.7 640 23262 illinois richland
## 1302 -88.3 38.7 640 23263 illinois richland
## 1303 -88.3 38.9 640 23264 illinois richland
## 1304 -88.0 38.9 640 23265 illinois richland
## 1305 -87.9 38.9 640 23266 illinois richland
## 1306 -87.9 38.6 640 23267 illinois richland
## 1307 -88.0 38.6 640 23268 illinois richland
## 1308 -88.2 38.6 640 23269 illinois richland
## 1309 -88.2 38.6 640 23270 illinois richland
## 1310 -88.3 38.6 640 23271 illinois richland
## 1311 -90.2 41.8 641 23273 illinois rock island
## 1312 -90.2 41.7 641 23274 illinois rock island
## 1313 -90.2 41.7 641 23275 illinois rock island
## 1314 -90.2 41.7 641 23276 illinois rock island
## 1315 -90.2 41.7 641 23277 illinois rock island
## 1316 -90.2 41.7 641 23278 illinois rock island
## 1317 -90.2 41.6 641 23279 illinois rock island
## 1318 -90.2 41.6 641 23280 illinois rock island
## 1319 -90.2 41.6 641 23281 illinois rock island
## 1320 -90.2 41.5 641 23282 illinois rock island
## 1321 -90.2 41.5 641 23283 illinois rock island
## 1322 -90.3 41.5 641 23284 illinois rock island
## 1323 -90.4 41.5 641 23285 illinois rock island
## 1324 -90.4 41.5 641 23286 illinois rock island
## 1325 -90.4 41.5 641 23287 illinois rock island
## 1326 -90.4 41.3 641 23288 illinois rock island
## 1327 -91.1 41.3 641 23289 illinois rock island
## 1328 -91.1 41.3 641 23290 illinois rock island
## 1329 -91.0 41.4 641 23291 illinois rock island
## 1330 -91.0 41.4 641 23292 illinois rock island
## 1331 -91.0 41.4 641 23293 illinois rock island
## 1332 -90.9 41.4 641 23294 illinois rock island
## 1333 -90.9 41.4 641 23295 illinois rock island
## 1334 -90.8 41.5 641 23296 illinois rock island
## 1335 -90.8 41.5 641 23297 illinois rock island
## 1336 -90.7 41.5 641 23298 illinois rock island
## 1337 -90.7 41.5 641 23299 illinois rock island
## 1338 -90.6 41.5 641 23300 illinois rock island
## 1339 -90.5 41.5 641 23301 illinois rock island
## 1340 -90.5 41.5 641 23302 illinois rock island
## 1341 -90.4 41.6 641 23303 illinois rock island
## 1342 -90.4 41.6 641 23304 illinois rock island
## 1343 -90.3 41.6 641 23305 illinois rock island
## 1344 -90.3 41.7 641 23306 illinois rock island
## 1345 -90.3 41.7 641 23307 illinois rock island
## 1346 -90.3 41.8 641 23308 illinois rock island
## 1347 -90.3 41.8 641 23309 illinois rock island
## 1348 -90.2 41.8 641 23310 illinois rock island
## 1349 -90.2 38.7 642 23312 illinois st clair
## 1350 -89.7 38.7 642 23313 illinois st clair
## 1351 -89.7 38.4 642 23314 illinois st clair
## 1352 -89.7 38.2 642 23315 illinois st clair
## 1353 -89.9 38.2 642 23316 illinois st clair
## 1354 -89.9 38.3 642 23317 illinois st clair
## 1355 -89.9 38.3 642 23318 illinois st clair
## 1356 -89.9 38.3 642 23319 illinois st clair
## 1357 -90.1 38.3 642 23320 illinois st clair
## 1358 -90.1 38.3 642 23321 illinois st clair
## 1359 -90.1 38.4 642 23322 illinois st clair
## 1360 -90.1 38.4 642 23323 illinois st clair
## 1361 -90.2 38.4 642 23324 illinois st clair
## 1362 -90.1 38.4 642 23325 illinois st clair
## 1363 -90.3 38.5 642 23326 illinois st clair
## 1364 -90.2 38.5 642 23327 illinois st clair
## 1365 -90.2 38.6 642 23328 illinois st clair
## 1366 -90.2 38.6 642 23329 illinois st clair
## 1367 -90.2 38.7 642 23330 illinois st clair
## 1368 -88.4 37.6 643 23332 illinois saline
## 1369 -88.7 37.6 643 23333 illinois saline
## 1370 -88.7 37.9 643 23334 illinois saline
## 1371 -88.7 37.9 643 23335 illinois saline
## 1372 -88.4 37.9 643 23336 illinois saline
## 1373 -88.4 37.6 643 23337 illinois saline
## 1374 -88.4 37.6 643 23338 illinois saline
## 1375 -89.2 39.8 644 23340 illinois sangamon
## 1376 -89.2 39.8 644 23341 illinois sangamon
## 1377 -89.3 39.8 644 23342 illinois sangamon
## 1378 -89.3 39.8 644 23343 illinois sangamon
## 1379 -89.3 39.8 644 23344 illinois sangamon
## 1380 -89.3 39.8 644 23345 illinois sangamon
## 1381 -89.4 39.8 644 23346 illinois sangamon
## 1382 -89.4 39.7 644 23347 illinois sangamon
## 1383 -89.4 39.8 644 23348 illinois sangamon
## 1384 -89.4 39.7 644 23349 illinois sangamon
## 1385 -89.5 39.7 644 23350 illinois sangamon
## 1386 -89.5 39.6 644 23351 illinois sangamon
## 1387 -89.5 39.6 644 23352 illinois sangamon
## 1388 -89.5 39.5 644 23353 illinois sangamon
## 1389 -89.7 39.5 644 23354 illinois sangamon
## 1390 -89.9 39.5 644 23355 illinois sangamon
## 1391 -89.9 39.6 644 23356 illinois sangamon
## 1392 -90.0 39.7 644 23357 illinois sangamon
## 1393 -90.0 39.8 644 23358 illinois sangamon
## 1394 -90.0 39.8 644 23359 illinois sangamon
## 1395 -90.0 39.9 644 23360 illinois sangamon
## 1396 -90.0 39.9 644 23361 illinois sangamon
## 1397 -89.8 39.9 644 23362 illinois sangamon
## 1398 -89.8 39.9 644 23363 illinois sangamon
## 1399 -89.7 39.9 644 23364 illinois sangamon
## 1400 -89.7 40.0 644 23365 illinois sangamon
## 1401 -89.7 40.0 644 23366 illinois sangamon
## 1402 -89.7 40.0 644 23367 illinois sangamon
## 1403 -89.6 40.0 644 23368 illinois sangamon
## 1404 -89.5 40.0 644 23369 illinois sangamon
## 1405 -89.5 39.9 644 23370 illinois sangamon
## 1406 -89.4 39.9 644 23371 illinois sangamon
## 1407 -89.4 39.9 644 23372 illinois sangamon
## 1408 -89.2 39.9 644 23373 illinois sangamon
## 1409 -89.2 39.8 644 23374 illinois sangamon
## 1410 -90.9 40.3 645 23376 illinois schuyler
## 1411 -90.5 40.3 645 23377 illinois schuyler
## 1412 -90.5 40.2 645 23378 illinois schuyler
## 1413 -90.2 40.2 645 23379 illinois schuyler
## 1414 -90.2 40.2 645 23380 illinois schuyler
## 1415 -90.2 40.1 645 23381 illinois schuyler
## 1416 -90.3 40.1 645 23382 illinois schuyler
## 1417 -90.3 40.1 645 23383 illinois schuyler
## 1418 -90.3 40.1 645 23384 illinois schuyler
## 1419 -90.3 40.1 645 23385 illinois schuyler
## 1420 -90.4 40.1 645 23386 illinois schuyler
## 1421 -90.4 40.1 645 23387 illinois schuyler
## 1422 -90.4 40.1 645 23388 illinois schuyler
## 1423 -90.4 40.1 645 23389 illinois schuyler
## 1424 -90.4 40.0 645 23390 illinois schuyler
## 1425 -90.4 40.0 645 23391 illinois schuyler
## 1426 -90.5 40.0 645 23392 illinois schuyler
## 1427 -90.5 40.0 645 23393 illinois schuyler
## 1428 -90.6 40.0 645 23394 illinois schuyler
## 1429 -90.6 40.0 645 23395 illinois schuyler
## 1430 -90.6 40.0 645 23396 illinois schuyler
## 1431 -90.7 40.0 645 23397 illinois schuyler
## 1432 -90.7 40.0 645 23398 illinois schuyler
## 1433 -90.7 40.1 645 23399 illinois schuyler
## 1434 -90.7 40.1 645 23400 illinois schuyler
## 1435 -90.9 40.1 645 23401 illinois schuyler
## 1436 -90.9 40.2 645 23402 illinois schuyler
## 1437 -90.9 40.3 645 23403 illinois schuyler
## 1438 -90.6 39.8 646 23405 illinois scott
## 1439 -90.5 39.8 646 23406 illinois scott
## 1440 -90.5 39.8 646 23407 illinois scott
## 1441 -90.4 39.7 646 23408 illinois scott
## 1442 -90.4 39.7 646 23409 illinois scott
## 1443 -90.3 39.7 646 23410 illinois scott
## 1444 -90.3 39.6 646 23411 illinois scott
## 1445 -90.3 39.6 646 23412 illinois scott
## 1446 -90.3 39.5 646 23413 illinois scott
## 1447 -90.6 39.5 646 23414 illinois scott
## 1448 -90.6 39.6 646 23415 illinois scott
## 1449 -90.7 39.7 646 23416 illinois scott
## 1450 -90.7 39.7 646 23417 illinois scott
## 1451 -90.6 39.7 646 23418 illinois scott
## 1452 -90.6 39.8 646 23419 illinois scott
## 1453 -88.8 39.6 647 23421 illinois shelby
## 1454 -88.8 39.6 647 23422 illinois shelby
## 1455 -88.7 39.6 647 23423 illinois shelby
## 1456 -88.7 39.5 647 23424 illinois shelby
## 1457 -88.6 39.5 647 23425 illinois shelby
## 1458 -88.6 39.5 647 23426 illinois shelby
## 1459 -88.6 39.5 647 23427 illinois shelby
## 1460 -88.6 39.5 647 23428 illinois shelby
## 1461 -88.6 39.5 647 23429 illinois shelby
## 1462 -88.6 39.5 647 23430 illinois shelby
## 1463 -88.6 39.5 647 23431 illinois shelby
## 1464 -88.6 39.4 647 23432 illinois shelby
## 1465 -88.5 39.4 647 23433 illinois shelby
## 1466 -88.5 39.4 647 23434 illinois shelby
## 1467 -88.5 39.2 647 23435 illinois shelby
## 1468 -88.8 39.2 647 23436 illinois shelby
## 1469 -89.1 39.2 647 23437 illinois shelby
## 1470 -89.1 39.4 647 23438 illinois shelby
## 1471 -89.0 39.4 647 23439 illinois shelby
## 1472 -89.0 39.7 647 23440 illinois shelby
## 1473 -88.8 39.6 647 23441 illinois shelby
## 1474 -90.0 41.0 648 23443 illinois stark
## 1475 -90.0 41.1 648 23444 illinois stark
## 1476 -89.9 41.1 648 23445 illinois stark
## 1477 -89.9 41.2 648 23446 illinois stark
## 1478 -89.8 41.2 648 23447 illinois stark
## 1479 -89.6 41.2 648 23448 illinois stark
## 1480 -89.6 41.1 648 23449 illinois stark
## 1481 -89.6 41.0 648 23450 illinois stark
## 1482 -90.0 41.0 648 23451 illinois stark
## 1483 -89.9 42.2 649 23453 illinois stephenson
## 1484 -89.9 42.5 649 23454 illinois stephenson
## 1485 -89.8 42.5 649 23455 illinois stephenson
## 1486 -89.4 42.5 649 23456 illinois stephenson
## 1487 -89.4 42.2 649 23457 illinois stephenson
## 1488 -89.7 42.2 649 23458 illinois stephenson
## 1489 -89.9 42.2 649 23459 illinois stephenson
## 1490 -89.3 40.6 650 23461 illinois tazewell
## 1491 -89.3 40.3 650 23462 illinois tazewell
## 1492 -89.6 40.3 650 23463 illinois tazewell
## 1493 -89.7 40.3 650 23464 illinois tazewell
## 1494 -89.7 40.4 650 23465 illinois tazewell
## 1495 -89.9 40.4 650 23466 illinois tazewell
## 1496 -89.9 40.5 650 23467 illinois tazewell
## 1497 -89.9 40.5 650 23468 illinois tazewell
## 1498 -89.9 40.5 650 23469 illinois tazewell
## 1499 -89.8 40.5 650 23470 illinois tazewell
## 1500 -89.8 40.5 650 23471 illinois tazewell
## 1501 -89.7 40.5 650 23472 illinois tazewell
## 1502 -89.7 40.6 650 23473 illinois tazewell
## 1503 -89.7 40.5 650 23474 illinois tazewell
## 1504 -89.7 40.6 650 23475 illinois tazewell
## 1505 -89.7 40.6 650 23476 illinois tazewell
## 1506 -89.6 40.6 650 23477 illinois tazewell
## 1507 -89.6 40.7 650 23478 illinois tazewell
## 1508 -89.6 40.7 650 23479 illinois tazewell
## 1509 -89.6 40.7 650 23480 illinois tazewell
## 1510 -89.6 40.8 650 23481 illinois tazewell
## 1511 -89.3 40.7 650 23482 illinois tazewell
## 1512 -89.3 40.6 650 23483 illinois tazewell
## 1513 -89.3 40.6 650 23484 illinois tazewell
## 1514 -89.3 40.6 650 23485 illinois tazewell
## 1515 -89.5 37.6 651 23487 illinois union
## 1516 -89.5 37.6 651 23488 illinois union
## 1517 -89.5 37.6 651 23489 illinois union
## 1518 -89.5 37.6 651 23490 illinois union
## 1519 -89.5 37.6 651 23491 illinois union
## 1520 -89.4 37.6 651 23492 illinois union
## 1521 -89.2 37.6 651 23493 illinois union
## 1522 -89.0 37.6 651 23494 illinois union
## 1523 -89.0 37.3 651 23495 illinois union
## 1524 -89.2 37.3 651 23496 illinois union
## 1525 -89.5 37.3 651 23497 illinois union
## 1526 -89.4 37.4 651 23498 illinois union
## 1527 -89.4 37.4 651 23499 illinois union
## 1528 -89.4 37.4 651 23500 illinois union
## 1529 -89.5 37.5 651 23501 illinois union
## 1530 -89.5 37.6 651 23502 illinois union
## 1531 -87.9 40.4 652 23504 illinois vermilion
## 1532 -87.9 40.5 652 23505 illinois vermilion
## 1533 -87.5 40.5 652 23506 illinois vermilion
## 1534 -87.5 40.5 652 23507 illinois vermilion
## 1535 -87.5 40.1 652 23508 illinois vermilion
## 1536 -87.5 39.9 652 23509 illinois vermilion
## 1537 -87.6 39.9 652 23510 illinois vermilion
## 1538 -87.6 39.9 652 23511 illinois vermilion
## 1539 -87.9 39.9 652 23512 illinois vermilion
## 1540 -87.9 40.2 652 23513 illinois vermilion
## 1541 -87.9 40.2 652 23514 illinois vermilion
## 1542 -87.9 40.4 652 23515 illinois vermilion
## 1543 -88.0 38.6 653 23517 illinois wabash
## 1544 -87.9 38.6 653 23518 illinois wabash
## 1545 -87.7 38.6 653 23519 illinois wabash
## 1546 -87.7 38.5 653 23520 illinois wabash
## 1547 -87.7 38.5 653 23521 illinois wabash
## 1548 -87.7 38.5 653 23522 illinois wabash
## 1549 -87.7 38.5 653 23523 illinois wabash
## 1550 -87.7 38.4 653 23524 illinois wabash
## 1551 -87.8 38.4 653 23525 illinois wabash
## 1552 -87.8 38.4 653 23526 illinois wabash
## 1553 -87.8 38.3 653 23527 illinois wabash
## 1554 -87.8 38.3 653 23528 illinois wabash
## 1555 -87.8 38.3 653 23529 illinois wabash
## 1556 -87.9 38.3 653 23530 illinois wabash
## 1557 -87.9 38.3 653 23531 illinois wabash
## 1558 -87.9 38.3 653 23532 illinois wabash
## 1559 -87.9 38.3 653 23533 illinois wabash
## 1560 -88.0 38.3 653 23534 illinois wabash
## 1561 -88.0 38.4 653 23535 illinois wabash
## 1562 -87.9 38.4 653 23536 illinois wabash
## 1563 -87.9 38.5 653 23537 illinois wabash
## 1564 -87.9 38.5 653 23538 illinois wabash
## 1565 -88.0 38.5 653 23539 illinois wabash
## 1566 -87.9 38.5 653 23540 illinois wabash
## 1567 -87.9 38.5 653 23541 illinois wabash
## 1568 -88.0 38.6 653 23542 illinois wabash
## 1569 -90.4 41.1 654 23544 illinois warren
## 1570 -90.4 40.7 654 23545 illinois warren
## 1571 -90.4 40.6 654 23546 illinois warren
## 1572 -90.8 40.6 654 23547 illinois warren
## 1573 -90.8 41.1 654 23548 illinois warren
## 1574 -90.4 41.1 654 23549 illinois warren
## 1575 -89.1 38.5 655 23551 illinois washington
## 1576 -89.1 38.2 655 23552 illinois washington
## 1577 -89.4 38.2 655 23553 illinois washington
## 1578 -89.5 38.2 655 23554 illinois washington
## 1579 -89.6 38.2 655 23555 illinois washington
## 1580 -89.7 38.2 655 23556 illinois washington
## 1581 -89.7 38.4 655 23557 illinois washington
## 1582 -89.7 38.4 655 23558 illinois washington
## 1583 -89.6 38.4 655 23559 illinois washington
## 1584 -89.6 38.5 655 23560 illinois washington
## 1585 -89.6 38.5 655 23561 illinois washington
## 1586 -89.6 38.5 655 23562 illinois washington
## 1587 -89.6 38.5 655 23563 illinois washington
## 1588 -89.5 38.5 655 23564 illinois washington
## 1589 -89.5 38.5 655 23565 illinois washington
## 1590 -89.5 38.5 655 23566 illinois washington
## 1591 -89.4 38.5 655 23567 illinois washington
## 1592 -89.4 38.5 655 23568 illinois washington
## 1593 -89.4 38.5 655 23569 illinois washington
## 1594 -89.3 38.5 655 23570 illinois washington
## 1595 -89.3 38.5 655 23571 illinois washington
## 1596 -89.2 38.5 655 23572 illinois washington
## 1597 -89.1 38.5 655 23573 illinois washington
## 1598 -89.1 38.5 655 23574 illinois washington
## 1599 -88.2 38.6 656 23576 illinois wayne
## 1600 -88.2 38.3 656 23577 illinois wayne
## 1601 -88.4 38.3 656 23578 illinois wayne
## 1602 -88.7 38.3 656 23579 illinois wayne
## 1603 -88.7 38.5 656 23580 illinois wayne
## 1604 -88.7 38.6 656 23581 illinois wayne
## 1605 -88.3 38.6 656 23582 illinois wayne
## 1606 -88.2 38.6 656 23583 illinois wayne
## 1607 -88.2 38.6 656 23584 illinois wayne
## 1608 -88.1 37.9 657 23586 illinois white
## 1609 -88.1 37.9 657 23587 illinois white
## 1610 -88.4 37.9 657 23588 illinois white
## 1611 -88.4 38.3 657 23589 illinois white
## 1612 -88.2 38.3 657 23590 illinois white
## 1613 -88.0 38.3 657 23591 illinois white
## 1614 -88.0 38.2 657 23592 illinois white
## 1615 -88.0 38.2 657 23593 illinois white
## 1616 -88.0 38.2 657 23594 illinois white
## 1617 -88.0 38.2 657 23595 illinois white
## 1618 -87.9 38.2 657 23596 illinois white
## 1619 -87.9 38.2 657 23597 illinois white
## 1620 -87.9 38.1 657 23598 illinois white
## 1621 -88.0 38.1 657 23599 illinois white
## 1622 -88.0 38.0 657 23600 illinois white
## 1623 -88.0 38.0 657 23601 illinois white
## 1624 -88.0 37.9 657 23602 illinois white
## 1625 -88.0 37.9 657 23603 illinois white
## 1626 -88.1 37.9 657 23604 illinois white
## 1627 -88.1 37.9 657 23605 illinois white
## 1628 -89.6 41.9 658 23607 illinois whiteside
## 1629 -89.6 41.6 658 23608 illinois whiteside
## 1630 -89.9 41.6 658 23609 illinois whiteside
## 1631 -90.2 41.6 658 23610 illinois whiteside
## 1632 -90.2 41.6 658 23611 illinois whiteside
## 1633 -90.2 41.7 658 23612 illinois whiteside
## 1634 -90.2 41.7 658 23613 illinois whiteside
## 1635 -90.2 41.7 658 23614 illinois whiteside
## 1636 -90.2 41.7 658 23615 illinois whiteside
## 1637 -90.2 41.7 658 23616 illinois whiteside
## 1638 -90.2 41.8 658 23617 illinois whiteside
## 1639 -90.2 41.8 658 23618 illinois whiteside
## 1640 -90.2 41.8 658 23619 illinois whiteside
## 1641 -90.2 41.9 658 23620 illinois whiteside
## 1642 -90.2 41.9 658 23621 illinois whiteside
## 1643 -89.7 41.9 658 23622 illinois whiteside
## 1644 -89.6 41.9 658 23623 illinois whiteside
## 1645 -89.6 41.9 658 23624 illinois whiteside
## 1646 -88.3 41.5 659 23626 illinois will
## 1647 -88.3 41.7 659 23627 illinois will
## 1648 -88.0 41.7 659 23628 illinois will
## 1649 -88.0 41.7 659 23629 illinois will
## 1650 -88.0 41.6 659 23630 illinois will
## 1651 -87.9 41.6 659 23631 illinois will
## 1652 -87.9 41.6 659 23632 illinois will
## 1653 -87.8 41.6 659 23633 illinois will
## 1654 -87.8 41.5 659 23634 illinois will
## 1655 -87.5 41.5 659 23635 illinois will
## 1656 -87.5 41.3 659 23636 illinois will
## 1657 -88.0 41.3 659 23637 illinois will
## 1658 -88.0 41.2 659 23638 illinois will
## 1659 -88.2 41.2 659 23639 illinois will
## 1660 -88.3 41.5 659 23640 illinois will
## 1661 -89.0 37.6 660 23642 illinois williamson
## 1662 -89.2 37.6 660 23643 illinois williamson
## 1663 -89.2 37.9 660 23644 illinois williamson
## 1664 -88.7 37.9 660 23645 illinois williamson
## 1665 -88.7 37.6 660 23646 illinois williamson
## 1666 -89.0 37.6 660 23647 illinois williamson
## 1667 -89.4 42.2 661 23649 illinois winnebago
## 1668 -89.4 42.5 661 23650 illinois winnebago
## 1669 -89.4 42.5 661 23651 illinois winnebago
## 1670 -88.9 42.5 661 23652 illinois winnebago
## 1671 -88.9 42.2 661 23653 illinois winnebago
## 1672 -89.2 42.2 661 23654 illinois winnebago
## 1673 -89.2 42.2 661 23655 illinois winnebago
## 1674 -89.4 42.2 661 23656 illinois winnebago
## 1675 -89.0 40.9 662 23658 illinois woodford
## 1676 -88.9 40.9 662 23659 illinois woodford
## 1677 -88.9 40.7 662 23660 illinois woodford
## 1678 -89.0 40.7 662 23661 illinois woodford
## 1679 -89.0 40.7 662 23662 illinois woodford
## 1680 -89.0 40.7 662 23663 illinois woodford
## 1681 -89.0 40.6 662 23664 illinois woodford
## 1682 -89.1 40.6 662 23665 illinois woodford
## 1683 -89.1 40.6 662 23666 illinois woodford
## 1684 -89.1 40.6 662 23667 illinois woodford
## 1685 -89.1 40.6 662 23668 illinois woodford
## 1686 -89.3 40.6 662 23669 illinois woodford
## 1687 -89.3 40.6 662 23670 illinois woodford
## 1688 -89.3 40.6 662 23671 illinois woodford
## 1689 -89.3 40.7 662 23672 illinois woodford
## 1690 -89.6 40.8 662 23673 illinois woodford
## 1691 -89.6 40.8 662 23674 illinois woodford
## 1692 -89.6 40.8 662 23675 illinois woodford
## 1693 -89.5 40.8 662 23676 illinois woodford
## 1694 -89.5 40.9 662 23677 illinois woodford
## 1695 -89.5 40.9 662 23678 illinois woodford
## 1696 -89.0 40.9 662 23679 illinois woodfordil_base <- ggplot(data = il_df, mapping = aes(x = long, y = lat, group = group)) +
coord_fixed(1.3) +
geom_polygon(color = "black", fill = "gray")
il_base +
theme_void()
il_base +
theme_void() +
geom_polygon(data = il_county, fill = NA, color = "white") +
geom_polygon(color = "black", fill = NA) # get the state border back on top
Alaska and Hawaii
Alaska and Hawaii
library(fiftystater)
data("fifty_states")
fifty_states %>%
as_tibble## # A tibble: 13,694 × 7
## long lat order hole piece id group
## <dbl> <dbl> <int> <lgl> <fctr> <chr> <fctr>
## 1 -85.1 32.0 1 FALSE 1 alabama Alabama.1
## 2 -85.1 31.9 2 FALSE 1 alabama Alabama.1
## 3 -85.1 31.9 3 FALSE 1 alabama Alabama.1
## 4 -85.1 31.8 4 FALSE 1 alabama Alabama.1
## 5 -85.1 31.8 5 FALSE 1 alabama Alabama.1
## 6 -85.1 31.7 6 FALSE 1 alabama Alabama.1
## 7 -85.1 31.7 7 FALSE 1 alabama Alabama.1
## 8 -85.1 31.7 8 FALSE 1 alabama Alabama.1
## 9 -85.1 31.6 9 FALSE 1 alabama Alabama.1
## 10 -85.0 31.6 10 FALSE 1 alabama Alabama.1
## # ... with 13,684 more rowsggplot(data = fifty_states, mapping = aes(x = long, y = lat, group = group)) +
coord_fixed(1.3) +
geom_polygon(color = "black", fill = "gray")
fortify()
usa@data %>%
as_tibble## # A tibble: 52 × 9
## STATEFP STATENS AFFGEOID GEOID STUSPS NAME LSAD
## * <fctr> <fctr> <fctr> <fctr> <fctr> <fctr> <fctr>
## 1 01 01779775 0400000US01 01 AL Alabama 00
## 2 05 00068085 0400000US05 05 AR Arkansas 00
## 3 06 01779778 0400000US06 06 CA California 00
## 4 09 01779780 0400000US09 09 CT Connecticut 00
## 5 12 00294478 0400000US12 12 FL Florida 00
## 6 13 01705317 0400000US13 13 GA Georgia 00
## 7 16 01779783 0400000US16 16 ID Idaho 00
## 8 17 01779784 0400000US17 17 IL Illinois 00
## 9 18 00448508 0400000US18 18 IN Indiana 00
## 10 20 00481813 0400000US20 20 KS Kansas 00
## # ... with 42 more rows, and 2 more variables: ALAND <fctr>, AWATER <fctr># state name
usa %>%
fortify(region = "NAME") %>%
head## long lat order hole piece id group
## 1 -88.5 31.9 1 FALSE 1 Alabama Alabama.1
## 2 -88.5 31.9 2 FALSE 1 Alabama Alabama.1
## 3 -88.5 31.9 3 FALSE 1 Alabama Alabama.1
## 4 -88.5 31.9 4 FALSE 1 Alabama Alabama.1
## 5 -88.5 32.0 5 FALSE 1 Alabama Alabama.1
## 6 -88.5 32.0 6 FALSE 1 Alabama Alabama.1# FIPS code
usa %>%
fortify(region = "STATEFP") %>%
head## long lat order hole piece id group
## 1 -88.5 31.9 1 FALSE 1 01 01.1
## 2 -88.5 31.9 2 FALSE 1 01 01.1
## 3 -88.5 31.9 3 FALSE 1 01 01.1
## 4 -88.5 31.9 4 FALSE 1 01 01.1
## 5 -88.5 32.0 5 FALSE 1 01 01.1
## 6 -88.5 32.0 6 FALSE 1 01 01.1# keep it all
(usa2 <- usa %>%
fortify(region = "NAME") %>%
as_tibble %>%
left_join(usa@data, by = c("id" = "NAME")))## # A tibble: 46,174 × 15
## long lat order hole piece id group STATEFP STATENS
## <dbl> <dbl> <int> <lgl> <fctr> <chr> <fctr> <fctr> <fctr>
## 1 -88.5 31.9 1 FALSE 1 Alabama Alabama.1 01 01779775
## 2 -88.5 31.9 2 FALSE 1 Alabama Alabama.1 01 01779775
## 3 -88.5 31.9 3 FALSE 1 Alabama Alabama.1 01 01779775
## 4 -88.5 31.9 4 FALSE 1 Alabama Alabama.1 01 01779775
## 5 -88.5 32.0 5 FALSE 1 Alabama Alabama.1 01 01779775
## 6 -88.5 32.0 6 FALSE 1 Alabama Alabama.1 01 01779775
## 7 -88.5 32.1 7 FALSE 1 Alabama Alabama.1 01 01779775
## 8 -88.4 32.2 8 FALSE 1 Alabama Alabama.1 01 01779775
## 9 -88.4 32.2 9 FALSE 1 Alabama Alabama.1 01 01779775
## 10 -88.4 32.2 10 FALSE 1 Alabama Alabama.1 01 01779775
## # ... with 46,164 more rows, and 6 more variables: AFFGEOID <fctr>,
## # GEOID <fctr>, STUSPS <fctr>, LSAD <fctr>, ALAND <fctr>, AWATER <fctr>ggplot(data = usa2, mapping = aes(x = long, y = lat, group = group)) +
coord_fixed(1.3) +
geom_polygon(color = "black", fill = "gray")
usa2 <- usa2 %>%
filter(id != "Alaska", id != "Hawaii", id != "Puerto Rico")
ggplot(data = usa2, mapping = aes(x = long, y = lat, group = group)) +
coord_fixed(1.3) +
geom_polygon(color = "black", fill = "gray")
Stamen Maps
get_stamenmap(c(left = -87.6189, bottom = 41.7723, right = -87.5721, top = 41.8107), zoom = 14) %>%
ggmap() # NOTE: this will generate an error with ggplot2 v.2.2.1+
Google Maps
get_googlemap("university of chicago", zoom = 12) %>%
ggmap()
Changing map projections
ggplot(data = usa2, mapping = aes(x = long, y = lat, group = group)) +
geom_polygon(color = "black", fill = "gray") +
coord_map() +
ggtitle("Mercator projection (default)")
ggplot(data = usa2, mapping = aes(x = long, y = lat, group = group)) +
geom_polygon(color = "black", fill = "gray") +
coord_map(projection = "albers", lat0 = 25, lat1 = 50) +
ggtitle("Albers equal-area projection")
ggplot(data = usa2, mapping = aes(x = long, y = lat, group = group)) +
geom_polygon(color = "black", fill = "gray") +
coord_map(projection = "lambert", lat0 = 25, lat1 = 50) +
ggtitle("Lambert equal-area projection")
ggplot(data = usa2, mapping = aes(x = long, y = lat, group = group)) +
geom_polygon(color = "black", fill = "gray") +
coord_map(projection = "conic", lat0 = 40) +
ggtitle("Conic projection")
ggplot(data = usa2, mapping = aes(x = long, y = lat, group = group)) +
geom_polygon(color = "black", fill = "gray") +
coord_map(projection = "mollweide") +
ggtitle("Mollweide projection")
ggplot(data = map_data("world"), mapping = aes(x = long, y = lat, group = group)) +
geom_polygon(color = "black", fill = "gray") +
coord_map(projection = "mollweide", xlim = c(-180, 180)) +
ggtitle("Mollweide projection")
Points
library(nycflights13)
airports## # A tibble: 1,458 × 8
## faa name lat lon alt tz dst
## <chr> <chr> <dbl> <dbl> <int> <dbl> <chr>
## 1 04G Lansdowne Airport 41.1 -80.6 1044 -5 A
## 2 06A Moton Field Municipal Airport 32.5 -85.7 264 -6 A
## 3 06C Schaumburg Regional 42.0 -88.1 801 -6 A
## 4 06N Randall Airport 41.4 -74.4 523 -5 A
## 5 09J Jekyll Island Airport 31.1 -81.4 11 -5 A
## 6 0A9 Elizabethton Municipal Airport 36.4 -82.2 1593 -5 A
## 7 0G6 Williams County Airport 41.5 -84.5 730 -5 A
## 8 0G7 Finger Lakes Regional Airport 42.9 -76.8 492 -5 A
## 9 0P2 Shoestring Aviation Airfield 39.8 -76.6 1000 -5 U
## 10 0S9 Jefferson County Intl 48.1 -122.8 108 -8 A
## # ... with 1,448 more rows, and 1 more variables: tzone <chr>ggplot(airports, aes(lon, lat)) +
geom_point()
ggplot() +
coord_map() +
geom_polygon(data = usa2, mapping = aes(x = long, y = lat, group = group),
color = "black", fill = "gray") +
geom_point(data = airports, aes(x = lon, y = lat), shape = 1)
ggplot() +
coord_map(xlim = c(-130, -60),
ylim = c(20, 50)) +
geom_polygon(data = usa2, mapping = aes(x = long, y = lat, group = group),
color = "black", fill = "gray") +
geom_point(data = airports, aes(x = lon, y = lat), shape = 1)
ggplot() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50,
xlim = c(-130, -60),
ylim = c(20, 50)) +
geom_polygon(data = usa2, mapping = aes(x = long, y = lat, group = group),
color = "black", fill = "gray") +
geom_point(data = airports, aes(x = lon, y = lat), shape = 1)
Symbols
ggplot() +
coord_map(xlim = c(-130, -60),
ylim = c(20, 50)) +
geom_polygon(data = usa2, mapping = aes(x = long, y = lat, group = group),
color = "black", fill = "white") +
geom_point(data = airports, aes(x = lon, y = lat, size = alt),
fill = "grey", color = "black", alpha = .2) +
theme_void() +
theme(legend.position = "none")
airports_n <- flights %>%
count(dest) %>%
left_join(airports, by = c("dest" = "faa"))
ggplot() +
coord_map(xlim = c(-130, -60),
ylim = c(20, 50)) +
geom_polygon(data = usa2, mapping = aes(x = long, y = lat, group = group),
color = "black", fill = "white") +
geom_point(data = airports_n, aes(x = lon, y = lat, size = n),
fill = "grey", color = "black", alpha = .2) +
theme_void() +
theme(legend.position = "none")
Drawing choropleth maps
## OGR data source with driver: ESRI Shapefile
## Source: "data/census_bureau/cb_2013_us_state_20m/cb_2013_us_state_20m.shp", layer: "cb_2013_us_state_20m"
## with 52 features
## It has 9 fields
## Integer64 fields read as strings: ALAND AWATER## OGR data source with driver: ESRI Shapefile
## Source: "data/census_bureau/cb_2013_us_county_20m/cb_2013_us_county_20m.shp", layer: "cb_2013_us_county_20m"
## with 3221 features
## It has 9 fields
## Integer64 fields read as strings: ALAND AWATER
Joining the data to regions
## # A tibble: 51 × 10
## GEO.id GEO.id2 `GEO.display-label` HD01_VD01 HD02_VD01 HD01_VD02
## <chr> <chr> <chr> <int> <chr> <int>
## 1 0400000US01 01 Alabama 4799277 <NA> 4631045
## 2 0400000US02 02 Alaska 720316 <NA> 669941
## 3 0400000US04 04 Arizona 6479703 <NA> 5609835
## 4 0400000US05 05 Arkansas 2933369 <NA> 2799972
## 5 0400000US06 06 California 37659181 <NA> 27483342
## 6 0400000US08 08 Colorado 5119329 <NA> 4623809
## 7 0400000US09 09 Connecticut 3583561 <NA> 3096374
## 8 0400000US10 10 Delaware 908446 <NA> 831683
## 9 0400000US11 11 District of Columbia 619371 <NA> 534142
## 10 0400000US12 12 Florida 19091156 <NA> 15392410
## # ... with 41 more rows, and 4 more variables: HD02_VD02 <int>,
## # HD01_VD03 <int>, HD02_VD03 <int>, rate <dbl>## # A tibble: 3,143 × 10
## GEO.id GEO.id2 `GEO.display-label` HD01_VD01 HD02_VD01
## <chr> <chr> <chr> <int> <int>
## 1 0500000US01001 01001 Autauga County, Alabama 54907 NA
## 2 0500000US01003 01003 Baldwin County, Alabama 187114 NA
## 3 0500000US01005 01005 Barbour County, Alabama 27321 NA
## 4 0500000US01007 01007 Bibb County, Alabama 22754 NA
## 5 0500000US01009 01009 Blount County, Alabama 57623 NA
## 6 0500000US01011 01011 Bullock County, Alabama 10746 NA
## 7 0500000US01013 01013 Butler County, Alabama 20624 NA
## 8 0500000US01015 01015 Calhoun County, Alabama 117714 NA
## 9 0500000US01017 01017 Chambers County, Alabama 34145 NA
## 10 0500000US01019 01019 Cherokee County, Alabama 26034 NA
## # ... with 3,133 more rows, and 5 more variables: HD01_VD02 <int>,
## # HD02_VD02 <int>, HD01_VD03 <int>, HD02_VD03 <int>, rate <dbl>ggplot(fb_state, aes(map_id = GEO.id2)) +
geom_map(aes(fill = rate), map = usa2) +
expand_limits(x = usa2$long, y = usa2$lat)
ggplot(fb_state, aes(map_id = GEO.id2)) +
geom_map(aes(fill = rate), map = usa2) +
expand_limits(x = usa2$long, y = usa2$lat) +
scale_fill_continuous(labels = scales::percent) +
labs(title = "Rate of foreign-born individuals in the population",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50)
ggplot(fb_county, aes(map_id = GEO.id2)) +
geom_map(aes(fill = rate), map = counties2) +
expand_limits(x = counties2$long, y = counties2$lat) +
scale_fill_continuous(labels = scales::percent) +
labs(title = "Rate of foreign-born individuals in the population",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50)
cut_interval()
fb_county %>%
mutate(rate_cut = cut_interval(rate, 6)) %>%
ggplot(aes(map_id = GEO.id2)) +
geom_map(aes(fill = rate_cut), map = counties2) +
expand_limits(x = counties2$long, y = counties2$lat) +
labs(title = "Rate of foreign-born individuals in the population",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50)
cut_number()
fb_county %>%
mutate(rate_cut = cut_number(rate, 6)) %>%
ggplot(aes(map_id = GEO.id2)) +
geom_map(aes(fill = rate_cut), map = counties2) +
expand_limits(x = counties2$long, y = counties2$lat) +
labs(title = "Rate of foreign-born individuals in the population",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50)
Defining colors
Sequential
fb_county %>%
mutate(rate_cut = cut_number(rate, 6)) %>%
ggplot(aes(map_id = GEO.id2)) +
geom_map(aes(fill = rate_cut), map = counties2) +
expand_limits(x = counties2$long, y = counties2$lat) +
labs(title = "Rate of foreign-born individuals in the population",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50) +
scale_fill_brewer(palette = "BuGn")
fb_county %>%
mutate(rate_cut = cut_number(rate, 6)) %>%
ggplot(aes(map_id = GEO.id2)) +
geom_map(aes(fill = rate_cut), map = counties2) +
expand_limits(x = counties2$long, y = counties2$lat) +
labs(title = "Rate of foreign-born individuals in the population",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50) +
scale_fill_brewer(palette = "YlGn")
fb_county %>%
mutate(rate_cut = cut_number(rate, 6)) %>%
ggplot(aes(map_id = GEO.id2)) +
geom_map(aes(fill = rate_cut), map = counties2) +
expand_limits(x = counties2$long, y = counties2$lat) +
labs(title = "Rate of foreign-born individuals in the population",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50) +
scale_fill_brewer(palette = "Blues")
Qualitative
state_data <- data_frame(name = state.name,
region = state.region,
subregion = state.division,
abb = state.abb) %>%
bind_cols(as_tibble(state.x77)) %>%
# get id variable into data frame
left_join(usa2 %>%
select(id, NAME) %>%
distinct,
by = c("name" = "NAME")) %>%
# remove Alaska and Hawaii
na.omit
# set region base plot
region_p <- ggplot(state_data, aes(map_id = id)) +
geom_map(aes(fill = region), map = usa2) +
expand_limits(x = usa2$long, y = usa2$lat) +
labs(fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50)
region_p
# try different color brewers
region_p +
scale_fill_brewer(palette = "Paired")
region_p +
scale_fill_brewer(palette = "Dark2")
region_p +
scale_fill_brewer(palette = "Pastel2")
# set subregion base plot
subregion_p <- ggplot(state_data, aes(map_id = id)) +
geom_map(aes(fill = subregion), map = usa2) +
expand_limits(x = usa2$long, y = usa2$lat) +
labs(fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "albers", lat0 = 25, lat1 = 50)
subregion_p
subregion_p +
scale_fill_brewer(palette = "Paired")
subregion_p +
scale_fill_brewer(palette = "Set1")
subregion_p +
scale_fill_brewer(palette = "Pastel1")
for loop
## OGR data source with driver: ESRI Shapefile
## Source: "data/nautral_earth/ne_110m_admin_0_countries/ne_110m_admin_0_countries.shp", layer: "ne_110m_admin_0_countries"
## with 177 features
## It has 63 fields# use a for loop
for(year in c(1970, 2010)){
p <- fertility %>%
filter(year == year) %>%
ggplot(aes(map_id = `Country Code`)) +
geom_map(aes(fill = fertility_rate), map = world2) +
expand_limits(x = world2$long, y = world2$lat) +
scale_fill_brewer(palette = "BuGn") +
labs(title = "Fertility rate",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "mollweide", xlim = c(-180, 180))
print(p)
}
purrr::map()
purrr::map(c(1970, 2010), ~ fertility %>%
filter(year == .x) %>%
ggplot(aes(map_id = `Country Code`)) +
geom_map(aes(fill = fertility_rate), map = world2) +
expand_limits(x = world2$long, y = world2$lat) +
scale_fill_brewer(palette = "BuGn") +
labs(title = "Fertility rate",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "mollweide", xlim = c(-180, 180)))## [[1]]
##
## [[2]]
facet_wrap()
ggplot(fertility, aes(map_id = `Country Code`)) +
facet_wrap(~ year) +
geom_map(aes(fill = fertility_rate), map = world2) +
expand_limits(x = world2$long, y = world2$lat) +
scale_fill_brewer(palette = "BuGn") +
labs(title = "Fertility rate",
fill = NULL) +
ggthemes::theme_map() +
coord_map(projection = "mollweide", xlim = c(-180, 180)) +
theme(legend.position = "none")
facet_wrap()
south_africa <- world2 %>%
filter(id == "ZAF")
fertility %>%
filter(`Country Name` == "South Africa") %>%
ggplot(aes(map_id = `Country Code`)) +
facet_wrap(~ year) +
geom_map(aes(fill = fertility_rate), map = south_africa) +
expand_limits(x = south_africa$long, y = south_africa$lat) +
scale_fill_brewer(palette = "BuGn") +
labs(title = "Fertility rate",
subtitle = "South Africa",
fill = NULL) +
ggthemes::theme_map() +
coord_map() +
theme(legend.position = "none")